Index A | B | C | D | E | F | G | H | I | K | L | M | N | O | P | Q | R | S | T | U | V | W | X | Y A abs() (in module pyiqa.matlab_utils.math_util) AdaptiveConcatPool2d (class in pyiqa.archs.paq2piq_arch) AddHashSpatialPositionEmbs (class in pyiqa.archs.musiq_arch) AddScaleEmbs (class in pyiqa.archs.musiq_arch) AFINE (class in pyiqa.archs.afine_arch) AFINEDhead (class in pyiqa.archs.afine_arch) AFINELearnLambda (class in pyiqa.archs.afine_arch) AFINENLM_FR_Fit_with_limit (class in pyiqa.archs.afine_arch) AFINENLM_NR_Fit (class in pyiqa.archs.afine_arch) AFINEQhead (class in pyiqa.archs.afine_arch) AHIQ (class in pyiqa.archs.ahiq_arch) alexnet (class in pyiqa.archs.lpips_arch) (class in pyiqa.archs.stlpips_arch) apply_rotary_pos_emb() (in module pyiqa.archs.q_align.modeling_llama2) ARCH_REGISTRY (in module pyiqa.utils.registry) ARNIQA (class in pyiqa.archs.arniqa_arch) attention() (pyiqa.archs.clip_model.ResidualAttentionBlock method) AttentionMaskConverter (class in pyiqa.archs.q_align.modeling_attn_mask_utils) AttentionPool2d (class in pyiqa.archs.clip_model) augment() (in module pyiqa.data.transforms) AVADataset (class in pyiqa.data.ava_dataset) available_models() (in module pyiqa.archs.afineclip_model) (in module pyiqa.archs.clip_model) AvgTimer (class in pyiqa.utils) (class in pyiqa.utils.logger) B BAPPSDataset (class in pyiqa.data.bapps_dataset) BAPPSModel (class in pyiqa.models.bapps_model) BaseIQADataset (class in pyiqa.data.base_iqa_dataset) BaselineModel1 (class in pyiqa.archs.metaiqa_arch) BaseModel (class in pyiqa.models.base_model) BasicBlock (class in pyiqa.archs.ckdn_arch) BasicLayer (class in pyiqa.archs.maniqa_swin) (class in pyiqa.archs.topiq_swin) batch_fftshift2d() (in module pyiqa.matlab_utils.math_util) batch_ifftshift2d() (in module pyiqa.matlab_utils.math_util) BCNN (class in pyiqa.archs.unique_arch) block_dct() (in module pyiqa.archs.nrqm_arch) blockproc() (in module pyiqa.matlab_utils) (in module pyiqa.matlab_utils.functions) Bottleneck (class in pyiqa.archs.ckdn_arch) (class in pyiqa.archs.clip_model) (class in pyiqa.archs.musiq_arch) box_cox() (pyiqa.archs.maclip_arch.MACLIP method) BRISQUE (class in pyiqa.archs.brisque_arch) brisque() (in module pyiqa.archs.brisque_arch) build() (pyiqa.matlab_utils.SCFpyr_PyTorch method) (pyiqa.matlab_utils.scfpyr_util.SCFpyr_PyTorch method) build_attention_mask() (pyiqa.archs.clip_model.CLIP method) build_dataloader() (in module pyiqa.data) build_dataset() (in module pyiqa.data) build_historgram() (in module pyiqa.archs.uranker_arch) build_model() (in module pyiqa.archs.clip_model) (in module pyiqa.models) build_network() (in module pyiqa.archs) C cal_center_sur_dev() (in module pyiqa.archs.piqe_arch) calculate_2afc_score() (in module pyiqa.metrics.other_metrics) calculate_ilniqe() (in module pyiqa.archs.niqe_arch) calculate_krcc() (in module pyiqa.metrics) (in module pyiqa.metrics.correlation_coefficient) calculate_niqe() (in module pyiqa.archs.niqe_arch) calculate_nrqm() (in module pyiqa.archs.nrqm_arch) calculate_plcc() (in module pyiqa.metrics) (in module pyiqa.metrics.correlation_coefficient) calculate_rmse() (in module pyiqa.metrics.correlation_coefficient) calculate_srcc() (in module pyiqa.metrics) (in module pyiqa.metrics.correlation_coefficient) capture_outputs() (in module pyiqa.archs.qrealign.qrealign_compat) causal_model_forward() (in module pyiqa.archs.q_align.modeling_llama2) CFANet (class in pyiqa.archs.topiq_arch) cfg (in module pyiqa.archs.stlpips_arch) charbonnier_loss() (in module pyiqa.losses.losses) CharbonnierLoss (class in pyiqa.losses) (class in pyiqa.losses.losses) check_resume() (in module pyiqa.utils) (in module pyiqa.utils.misc) checkpoint_filter_fn() (in module pyiqa.archs.topiq_swin) CKDN (class in pyiqa.archs.ckdn_arch) clean_state_dict() (in module pyiqa.archs.arch_util) clear() (pyiqa.archs.ahiq_arch.SaveOutput method) (pyiqa.archs.iqt_arch.SaveOutput method) (pyiqa.archs.maniqa_arch.SaveOutput method) CLIP (class in pyiqa.archs.clip_model) clip_preprocess_tensor() (in module pyiqa.archs.arch_util) CLIPIQA (class in pyiqa.archs.clipiqa_arch) CLIPScore (class in pyiqa.archs.clipscore_arch) CNNIQA (class in pyiqa.archs.cnniqa_arch) coeff_var_dct() (in module pyiqa.archs.nrqm_arch) color_space_transform() (in module pyiqa.archs.msswd_arch) CompactLinear (class in pyiqa.archs.pieapp_arch) Compare2Score (class in pyiqa.archs.compare2score_arch) compute_3d_position_ids() (pyiqa.archs.qrealign.qwen3_5_src.modeling_qwen3_5.Qwen3_5Model method) compute_accuracy() (pyiqa.models.bapps_model.BAPPSModel method) compute_feature() (in module pyiqa.archs.niqe_arch) compute_features() (pyiqa.archs.pieapp_arch.PieAPP method), [1] compute_nss_features() (in module pyiqa.matlab_utils.nss_feature) config (in module pyiqa.archs.q_align.modeling_llama2) (in module pyiqa.archs.q_align.modeling_mplug_owl2) conj() (pyiqa.archs.ssim_arch.CW_SSIM method) conv1x1() (in module pyiqa.archs.ckdn_arch) conv2d() (in module pyiqa.matlab_utils) (in module pyiqa.matlab_utils.functions) conv2d_complex() (pyiqa.archs.ssim_arch.CW_SSIM method) conv3x3() (in module pyiqa.archs.ckdn_arch) convert_weights() (in module pyiqa.archs.clip_model) ConvPosEnc (class in pyiqa.archs.uranker_arch) ConvRelPosEnc (class in pyiqa.archs.uranker_arch) copy_model() (pyiqa.models.base_model.BaseModel method) copy_opt_file() (in module pyiqa.utils.options) corrDn() (in module pyiqa.archs.vif_arch) corrDn_win() (pyiqa.archs.vif_arch.VIF method) CosineAnnealingRestartLR (class in pyiqa.models.lr_scheduler) cov() (in module pyiqa.matlab_utils.functions) CPUPrefetcher (class in pyiqa.data.prefetch_dataloader) create_metric() (in module pyiqa) (in module pyiqa.api_helpers) create_swin() (in module pyiqa.archs.topiq_swin) create_train_val_dataloader() (in module pyiqa.train) crop_border() (in module pyiqa.utils) (in module pyiqa.utils.img_util) cross_entropy() (in module pyiqa.losses.losses) CrossEntropyLoss (class in pyiqa.losses.losses) cu (in module pyiqa.archs.qrealign.qrealign_compat) CUDAPrefetcher (class in pyiqa.data.prefetch_dataloader) CustomCLIP (class in pyiqa.archs.maclip_arch) CW_SSIM (class in pyiqa.archs.ssim_arch) cw_ssim() (pyiqa.archs.ssim_arch.CW_SSIM method) D dataset_download_name (in module pyiqa.data.dataset_api) DATASET_INFO (in module pyiqa.archs.arniqa_arch) DATASET_REGISTRY (in module pyiqa.utils.registry) DBCNN (class in pyiqa.archs.dbcnn_arch) DBCNNModel (class in pyiqa.models.dbcnn_model) dct() (in module pyiqa.matlab_utils.functions) dct2d() (in module pyiqa.matlab_utils) (in module pyiqa.matlab_utils.functions) Decoder (class in pyiqa.archs.iqt_arch) DecoderLayer (class in pyiqa.archs.iqt_arch) DeepDC (class in pyiqa.archs.deepdc_arch) DEFAULT_CACHE_DIR (in module pyiqa.utils.download_util) default_cfgs (in module pyiqa.archs.topiq_swin) DEFAULT_CONFIGS (in module pyiqa.default_model_configs) DEFAULT_IMAGE_TOKEN (in module pyiqa.archs.q_align.cmp_modelling_mplug_owl2) (in module pyiqa.archs.q_align.modeling_mplug_owl2) default_init_weights() (in module pyiqa.archs.arch_util) default_mean (pyiqa.archs.arniqa_arch.ARNIQA attribute) default_model_urls (in module pyiqa.archs.afine_arch) (in module pyiqa.archs.ahiq_arch) (in module pyiqa.archs.arniqa_arch) (in module pyiqa.archs.brisque_arch) (in module pyiqa.archs.ckdn_arch) (in module pyiqa.archs.clipiqa_arch) (in module pyiqa.archs.cnniqa_arch) (in module pyiqa.archs.dbcnn_arch) (in module pyiqa.archs.dists_arch) (in module pyiqa.archs.fgresq_arch) (in module pyiqa.archs.fid_arch) (in module pyiqa.archs.hypernet_arch) (in module pyiqa.archs.laion_aes_arch) (in module pyiqa.archs.liqe_arch) (in module pyiqa.archs.lpips_arch) (in module pyiqa.archs.maniqa_arch) (in module pyiqa.archs.metaiqa_arch) (in module pyiqa.archs.musiq_arch) (in module pyiqa.archs.nima_arch) (in module pyiqa.archs.niqe_arch) (in module pyiqa.archs.nrqm_arch) (in module pyiqa.archs.paq2piq_arch) (in module pyiqa.archs.pieapp_arch) (in module pyiqa.archs.qualiclip_arch) (in module pyiqa.archs.stlpips_arch) (in module pyiqa.archs.topiq_arch) (in module pyiqa.archs.tres_arch) (in module pyiqa.archs.unique_arch) (in module pyiqa.archs.uranker_arch) (in module pyiqa.archs.wadiqam_arch) default_std (pyiqa.archs.arniqa_arch.ARNIQA attribute) DEFAULT_VISUAL_CONFIG (in module pyiqa.archs.q_align.configuration_mplug_owl2) DeformFusion (class in pyiqa.archs.ahiq_arch) (class in pyiqa.archs.iqt_arch) dict2str() (in module pyiqa.utils.options) diff_round() (in module pyiqa.archs.func_util) DINOv2 (class in pyiqa.archs.fid_arch) dir_path (in module pyiqa.archs.q_align.modeling_llama2) (in module pyiqa.archs.q_align.modeling_mplug_owl2) dist_func() (pyiqa.archs.topiq_arch.CFANet method) dist_to_mos() (in module pyiqa.archs.arch_util) dist_validation() (pyiqa.models.general_iqa_model.GeneralIQAModel method) Distance_Correlation() (pyiqa.archs.deepdc_arch.DeepDC method) DistIQAModel (class in pyiqa.models.distiqa_model) DISTS (class in pyiqa.archs.dists_arch) dists_map (in module pyiqa.archs.liqe_arch) DMM (class in pyiqa.archs.dmm_arch) DN_filters() (pyiqa.archs.nlpd_arch.NLPD method) download_file_from_google_drive() (in module pyiqa.utils) (in module pyiqa.utils.download_util) Downsample (class in pyiqa.archs.stlpips_arch) downsample() (pyiqa.archs.uranker_arch.ParallelBlock method) drop_path() (in module pyiqa.archs.musiq_arch) DropPath (class in pyiqa.archs.musiq_arch) dtype (pyiqa.archs.clip_model.CLIP property) duf_downsample() (in module pyiqa.data.data_util) E emd_loss() (in module pyiqa.losses.iqa_losses) EMDLoss (class in pyiqa.losses) (class in pyiqa.losses.iqa_losses) encode_image() (pyiqa.archs.clip_model.CLIP method) encode_images() (pyiqa.archs.q_align.cmp_modelling_mplug_owl2.MPLUGOwl2MetaForCausalLM method) (pyiqa.archs.q_align.modeling_mplug_owl2.MPLUGOwl2MetaForCausalLM method) encode_text() (pyiqa.archs.clip_model.CLIP method) Encoder (class in pyiqa.archs.iqt_arch) encoder (pyiqa.archs.arniqa_arch.ARNIQA attribute) EncoderLayer (class in pyiqa.archs.iqt_arch) EnlargedSampler (class in pyiqa.data.data_sampler) ensure_qwen3_5() (in module pyiqa.archs.qrealign) (in module pyiqa.archs.qrealign.qrealign_compat) Entropy (class in pyiqa.archs.entropy_arch) entropy() (in module pyiqa.archs.entropy_arch) EPS (in module pyiqa.archs.func_util) estimate_aggd_param() (in module pyiqa.archs.func_util) (in module pyiqa.matlab_utils.nss_feature) estimate_ggd_param() (in module pyiqa.archs.func_util) exact_padding_2d() (in module pyiqa.matlab_utils) (in module pyiqa.matlab_utils.padding) ExactPadding2d (class in pyiqa.matlab_utils), [1] (class in pyiqa.matlab_utils.padding) expand2square() (in module pyiqa.archs.compare2score_arch) (in module pyiqa.archs.q_align.cmp_modelling_mplug_owl2) (in module pyiqa.archs.q_align.modeling_mplug_owl2) (in module pyiqa.archs.qalign_arch) extra_repr() (pyiqa.archs.maniqa_swin.BasicLayer method) (pyiqa.archs.maniqa_swin.WindowAttention method) extract_2d_patches() (in module pyiqa.archs.func_util) extract_archive() (in module pyiqa.data.dataset_api) extract_feature() (pyiqa.archs.maniqa_arch.MANIQA method) extract_features() (pyiqa.archs.wadiqam_arch.WaDIQaM method) extract_image_patches() (in module pyiqa.data.multiscale_trans_util) extract_patches_2d() (in module pyiqa.archs.mad_arch) F FactorAtt_ConvRelPosEnc (class in pyiqa.archs.uranker_arch) fast_pos_embed_interpolate() (pyiqa.archs.qrealign.qwen3_5_src.modeling_qwen3_5.Qwen3_5VisionModel method) feat_dim (pyiqa.archs.arniqa_arch.ARNIQA attribute) FeaturesExtractor (class in pyiqa.archs.dmm_arch) feed_data() (pyiqa.models.bapps_model.BAPPSModel method) (pyiqa.models.base_model.BaseModel method) (pyiqa.models.distiqa_model.DistIQAModel method) (pyiqa.models.general_iqa_model.GeneralIQAModel method) (pyiqa.models.pieapp_model.PieAPPModel method) FGResQ (class in pyiqa.archs.fgresq_arch) FID (class in pyiqa.archs.fid_arch) fid_inception_v3() (in module pyiqa.archs.inception) FID_WEIGHTS_URL (in module pyiqa.archs.inception) FIDInceptionA (class in pyiqa.archs.inception) FIDInceptionC (class in pyiqa.archs.inception) FIDInceptionE_1 (class in pyiqa.archs.inception) FIDInceptionE_2 (class in pyiqa.archs.inception) filter2() (in module pyiqa.matlab_utils) (in module pyiqa.matlab_utils.functions) find_pruneable_heads_and_indices() (in module pyiqa.archs.q_align.visual_encoder) fit_curve() (in module pyiqa.metrics.correlation_coefficient) fitweibull() (in module pyiqa.matlab_utils) (in module pyiqa.matlab_utils.functions) fix_bn() (pyiqa.archs.topiq_arch.CFANet method) fix_network() (pyiqa.archs.ahiq_arch.AHIQ method) (pyiqa.archs.iqt_arch.IQT method) flash_attn_func (in module pyiqa.archs.q_align.modeling_llama2) flash_attn_varlen_func (in module pyiqa.archs.q_align.modeling_llama2) flatten() (pyiqa.archs.pieapp_arch.PieAPP method) flops() (pyiqa.archs.maniqa_swin.BasicLayer method) (pyiqa.archs.maniqa_swin.WindowAttention method) forward() (pyiqa.archs.afine_arch.AFINE method) (pyiqa.archs.afine_arch.AFINEDhead method) (pyiqa.archs.afine_arch.AFINELearnLambda method) (pyiqa.archs.afine_arch.AFINENLM_FR_Fit_with_limit method) (pyiqa.archs.afine_arch.AFINENLM_NR_Fit method) (pyiqa.archs.afine_arch.AFINEQhead method) (pyiqa.archs.ahiq_arch.AHIQ method) (pyiqa.archs.ahiq_arch.DeformFusion method) (pyiqa.archs.ahiq_arch.Pixel_Prediction method) (pyiqa.archs.arniqa_arch.ARNIQA method) (pyiqa.archs.brisque_arch.BRISQUE method) (pyiqa.archs.ckdn_arch.BasicBlock method) (pyiqa.archs.ckdn_arch.Bottleneck method) (pyiqa.archs.ckdn_arch.CKDN method) (pyiqa.archs.ckdn_arch.ResNet method) (pyiqa.archs.clip_model.AttentionPool2d method) (pyiqa.archs.clip_model.Bottleneck method) (pyiqa.archs.clip_model.CLIP method) (pyiqa.archs.clip_model.LayerNorm method) (pyiqa.archs.clip_model.ModifiedResNet method) (pyiqa.archs.clip_model.QuickGELU method) (pyiqa.archs.clip_model.ResidualAttentionBlock method) (pyiqa.archs.clip_model.Transformer method) (pyiqa.archs.clip_model.VisionTransformer method) (pyiqa.archs.clipiqa_arch.CLIPIQA method) (pyiqa.archs.clipiqa_arch.PromptLearner method) (pyiqa.archs.clipscore_arch.CLIPScore method) (pyiqa.archs.cnniqa_arch.CNNIQA method) (pyiqa.archs.compare2score_arch.Compare2Score method) (pyiqa.archs.dbcnn_arch.DBCNN method) (pyiqa.archs.dbcnn_arch.SCNN method) (pyiqa.archs.deepdc_arch.DeepDC method) (pyiqa.archs.deepdc_arch.MultiVGGFeaturesExtractor method) (pyiqa.archs.dists_arch.DISTS method) (pyiqa.archs.dists_arch.L2pooling method) (pyiqa.archs.dmm_arch.DMM method) (pyiqa.archs.dmm_arch.FeaturesExtractor method) (pyiqa.archs.dmm_arch.L2Pool2d method) (pyiqa.archs.entropy_arch.Entropy method) (pyiqa.archs.fgresq_arch.FGResQ method) (pyiqa.archs.fid_arch.FID method) (pyiqa.archs.fsim_arch.FSIM method) (pyiqa.archs.gmsd_arch.GMSD method) (pyiqa.archs.hypernet_arch.HyperNet method) (pyiqa.archs.inception.FIDInceptionA method) (pyiqa.archs.inception.FIDInceptionC method) (pyiqa.archs.inception.FIDInceptionE_1 method) (pyiqa.archs.inception.FIDInceptionE_2 method) (pyiqa.archs.inception.InceptionV3 method) (pyiqa.archs.inceptionscore_arch.InceptionScore method) (pyiqa.archs.iqt_arch.Decoder method) (pyiqa.archs.iqt_arch.DecoderLayer method) (pyiqa.archs.iqt_arch.DeformFusion method) (pyiqa.archs.iqt_arch.Encoder method) (pyiqa.archs.iqt_arch.EncoderLayer method) (pyiqa.archs.iqt_arch.IQARegression method) (pyiqa.archs.iqt_arch.IQT method) (pyiqa.archs.iqt_arch.MultiHeadAttention method) (pyiqa.archs.iqt_arch.Pixel_Prediction method) (pyiqa.archs.iqt_arch.PoswiseFeedForwardNet method) (pyiqa.archs.iqt_arch.ScaledDotProductAttention method) (pyiqa.archs.iqt_arch.Transformer method) (pyiqa.archs.laion_aes_arch.LAIONAes method) (pyiqa.archs.laion_aes_arch.MLP method) (pyiqa.archs.liqe_arch.LIQE method) (pyiqa.archs.lpips_arch.alexnet method) (pyiqa.archs.lpips_arch.LPIPS method) (pyiqa.archs.lpips_arch.NetLinLayer method) (pyiqa.archs.lpips_arch.resnet method) (pyiqa.archs.lpips_arch.ScalingLayer method) (pyiqa.archs.lpips_arch.squeezenet method) (pyiqa.archs.lpips_arch.vgg16 method) (pyiqa.archs.maclip_arch.CustomCLIP method) (pyiqa.archs.maclip_arch.MACLIP method) (pyiqa.archs.mad_arch.MAD method) (pyiqa.archs.maniqa_arch.MANIQA method) (pyiqa.archs.maniqa_arch.TABlock method) (pyiqa.archs.maniqa_swin.BasicLayer method) (pyiqa.archs.maniqa_swin.Mlp method) (pyiqa.archs.maniqa_swin.SwinBlock method) (pyiqa.archs.maniqa_swin.SwinTransformer method) (pyiqa.archs.maniqa_swin.WindowAttention method) (pyiqa.archs.metaiqa_arch.BaselineModel1 method) (pyiqa.archs.metaiqa_arch.MetaIQA method) (pyiqa.archs.msswd_arch.MS_SWD_learned method) (pyiqa.archs.musiq_arch.AddHashSpatialPositionEmbs method) (pyiqa.archs.musiq_arch.AddScaleEmbs method) (pyiqa.archs.musiq_arch.Bottleneck method) (pyiqa.archs.musiq_arch.DropPath method) (pyiqa.archs.musiq_arch.Mlp method) (pyiqa.archs.musiq_arch.MultiHeadAttention method) (pyiqa.archs.musiq_arch.MUSIQ method), [1] (pyiqa.archs.musiq_arch.StdConv method) (pyiqa.archs.musiq_arch.TransformerBlock method) (pyiqa.archs.musiq_arch.TransformerEncoder method) (pyiqa.archs.nima_arch.NIMA method) (pyiqa.archs.niqe_arch.ILNIQE method) (pyiqa.archs.niqe_arch.NIQE method) (pyiqa.archs.nlpd_arch.NLPD method) (pyiqa.archs.nrqm_arch.NRQM method) (pyiqa.archs.nrqm_arch.PI method) (pyiqa.archs.paq2piq_arch.AdaptiveConcatPool2d method) (pyiqa.archs.paq2piq_arch.PAQ2PIQ method) (pyiqa.archs.pieapp_arch.CompactLinear method) (pyiqa.archs.pieapp_arch.PieAPP method), [1] (pyiqa.archs.piqe_arch.PIQE method) (pyiqa.archs.psnr_arch.PSNR method) (pyiqa.archs.q_align.cmp_modelling_mplug_owl2.MPLUGOwl2LlamaForCausalLM method) (pyiqa.archs.q_align.modeling_llama2.LlamaAttention method) (pyiqa.archs.q_align.modeling_llama2.LlamaDecoderLayer method) (pyiqa.archs.q_align.modeling_llama2.LlamaFlashAttention2 method) (pyiqa.archs.q_align.modeling_llama2.LlamaSdpaAttention method) (pyiqa.archs.q_align.modeling_llama2.MultiwayNetwork method) (pyiqa.archs.q_align.modeling_mplug_owl2.MPLUGOwl2LlamaForCausalLM method) (pyiqa.archs.q_align.visual_encoder.MplugOwlMLP method) (pyiqa.archs.q_align.visual_encoder.MplugOwlVisionAttention method) (pyiqa.archs.q_align.visual_encoder.MplugOwlVisionEmbeddings method) (pyiqa.archs.q_align.visual_encoder.MplugOwlVisionEncoder method) (pyiqa.archs.q_align.visual_encoder.MplugOwlVisionEncoderLayer method) (pyiqa.archs.q_align.visual_encoder.MplugOwlVisionModel method) (pyiqa.archs.q_align.visual_encoder.MplugOwlVisualAbstractorAttention method) (pyiqa.archs.q_align.visual_encoder.MplugOwlVisualAbstractorCrossOutput method) (pyiqa.archs.q_align.visual_encoder.MplugOwlVisualAbstractorEncoder method) (pyiqa.archs.q_align.visual_encoder.MplugOwlVisualAbstractorLayer method) (pyiqa.archs.q_align.visual_encoder.MplugOwlVisualAbstractorMLP method) (pyiqa.archs.q_align.visual_encoder.MplugOwlVisualAbstractorModel method) (pyiqa.archs.q_align.visual_encoder.MplugOwlVisualAbstractorMultiHeadAttention method) (pyiqa.archs.q_align.visual_encoder.QuickGELU method) (pyiqa.archs.qalign_arch.QAlign method) (pyiqa.archs.qrealign.qwen3_5_src.modeling_qwen3_5.Qwen3_5ForCausalLM method) (pyiqa.archs.qrealign.qwen3_5_src.modeling_qwen3_5.Qwen3_5ForConditionalGeneration method) (pyiqa.archs.qrealign.qwen3_5_src.modeling_qwen3_5.Qwen3_5Model method) (pyiqa.archs.qrealign.qwen3_5_src.modeling_qwen3_5.Qwen3_5TextModel method) (pyiqa.archs.qrealign.qwen3_5_src.modeling_qwen3_5.Qwen3_5VisionModel method) (pyiqa.archs.qrealign_arch.QReAlign method) (pyiqa.archs.qualiclip_arch.PromptLearner method) (pyiqa.archs.qualiclip_arch.QualiCLIP method) (pyiqa.archs.ssim_arch.CW_SSIM method) (pyiqa.archs.ssim_arch.MS_SSIM method) (pyiqa.archs.ssim_arch.SSIM method) (pyiqa.archs.stlpips_arch.alexnet method) (pyiqa.archs.stlpips_arch.Downsample method) (pyiqa.archs.stlpips_arch.NetLinLayer method) (pyiqa.archs.stlpips_arch.ScalingLayer method) (pyiqa.archs.stlpips_arch.STLPIPS method) (pyiqa.archs.stlpips_arch.VGG method) (pyiqa.archs.stlpips_arch.vggnet method) (pyiqa.archs.topiq_arch.CFANet method) (pyiqa.archs.topiq_arch.GatedConv method) (pyiqa.archs.topiq_arch.TransformerDecoder method) (pyiqa.archs.topiq_arch.TransformerDecoderLayer method) (pyiqa.archs.topiq_arch.TransformerEncoder method) (pyiqa.archs.topiq_arch.TransformerEncoderLayer method) (pyiqa.archs.topiq_swin.BasicLayer method) (pyiqa.archs.topiq_swin.PatchMerging method) (pyiqa.archs.topiq_swin.SwinTransformer method) (pyiqa.archs.topiq_swin.SwinTransformerBlock method) (pyiqa.archs.topiq_swin.WindowAttention method) (pyiqa.archs.tres_arch.L2pooling method) (pyiqa.archs.tres_arch.PositionEmbeddingSine method) (pyiqa.archs.tres_arch.Transformer method) (pyiqa.archs.tres_arch.TransformerEncoder method) (pyiqa.archs.tres_arch.TransformerEncoderLayer method) (pyiqa.archs.tres_arch.TReS method) (pyiqa.archs.unique_arch.BCNN method) (pyiqa.archs.unique_arch.Normalize method) (pyiqa.archs.unique_arch.UNIQUE method) (pyiqa.archs.uranker_arch.ConvPosEnc method) (pyiqa.archs.uranker_arch.ConvRelPosEnc method) (pyiqa.archs.uranker_arch.FactorAtt_ConvRelPosEnc method) (pyiqa.archs.uranker_arch.Mlp method) (pyiqa.archs.uranker_arch.ParallelBlock method) (pyiqa.archs.uranker_arch.PatchEmbed method) (pyiqa.archs.uranker_arch.SerialBlock method) (pyiqa.archs.uranker_arch.URanker method) (pyiqa.archs.vif_arch.VIF method) (pyiqa.archs.vsi_arch.VSI method) (pyiqa.archs.wadiqam_arch.WaDIQaM method) (pyiqa.data.transforms.PairedAdaptivePadding method) (pyiqa.data.transforms.PairedAdaptiveResize method) (pyiqa.data.transforms.PairedCenterCrop method) (pyiqa.data.transforms.PairedRandomARPResize method) (pyiqa.data.transforms.PairedRandomCrop method) (pyiqa.data.transforms.PairedRandomErasing method) (pyiqa.data.transforms.PairedRandomHorizontalFlip method) (pyiqa.data.transforms.PairedRandomRot90 method) (pyiqa.data.transforms.PairedRandomSquareResize method) (pyiqa.data.transforms.PairedRandomVerticalFlip method) (pyiqa.data.transforms.PairedResize method) (pyiqa.losses.CharbonnierLoss method) (pyiqa.losses.EMDLoss method) (pyiqa.losses.iqa_losses.EMDLoss method) (pyiqa.losses.iqa_losses.NiNLoss method) (pyiqa.losses.iqa_losses.PLCCLoss method) (pyiqa.losses.iqa_losses.RankLoss method) (pyiqa.losses.L1Loss method) (pyiqa.losses.losses.CharbonnierLoss method) (pyiqa.losses.losses.CrossEntropyLoss method) (pyiqa.losses.losses.L1Loss method) (pyiqa.losses.losses.MSELoss method) (pyiqa.losses.losses.NLLLoss method) (pyiqa.losses.losses.WeightedTVLoss method) (pyiqa.losses.MSELoss method) (pyiqa.losses.NiNLoss method) (pyiqa.losses.PLCCLoss method) (pyiqa.losses.WeightedTVLoss method) (pyiqa.matlab_utils.ExactPadding2d method), [1] (pyiqa.matlab_utils.padding.ExactPadding2d method) (pyiqa.models.inference_model.InferenceModel method) forward_backbone() (pyiqa.archs.tres_arch.TReS method) forward_cross_attention() (pyiqa.archs.topiq_arch.CFANet method) forward_features() (pyiqa.archs.clip_model.ModifiedResNet method) (pyiqa.archs.topiq_swin.SwinTransformer method) (pyiqa.archs.uranker_arch.URanker method) forward_head() (pyiqa.archs.topiq_swin.SwinTransformer method) forward_once() (pyiqa.archs.dists_arch.DISTS method) (pyiqa.archs.msswd_arch.MS_SWD_learned method) forward_pair() (pyiqa.archs.fgresq_arch.FGResQ method) forward_patch() (pyiqa.archs.hypernet_arch.HyperNet method) forward_post() (pyiqa.archs.tres_arch.TransformerEncoderLayer method) forward_pre() (pyiqa.archs.tres_arch.TransformerEncoderLayer method) forward_single() (pyiqa.archs.fgresq_arch.FGResQ method) frechet_distance() (in module pyiqa.archs.fid_arch) from_pretrained() (pyiqa.archs.q_align.configuration_mplug_owl2.MplugOwlVisionConfig class method) (pyiqa.archs.q_align.configuration_mplug_owl2.MplugOwlVisualAbstractorConfig class method) FSIM (class in pyiqa.archs.fsim_arch) fsim() (in module pyiqa.archs.fsim_arch) fspecial() (in module pyiqa.matlab_utils) (in module pyiqa.matlab_utils.functions) fusion() (pyiqa.archs.maclip_arch.MACLIP method) G g (in module pyiqa.archs.qrealign.qrealign_compat) gaborconvolve() (in module pyiqa.archs.mad_arch) gamma (pyiqa.archs.brisque_arch.BRISQUE attribute) gamma_dct() (in module pyiqa.archs.nrqm_arch) gamma_gen_gauss() (in module pyiqa.archs.nrqm_arch) GatedConv (class in pyiqa.archs.topiq_arch) gauDerivative() (in module pyiqa.archs.niqe_arch) GeneralFRDataset (class in pyiqa.data.general_fr_dataset) GeneralIQAModel (class in pyiqa.models.general_iqa_model) GeneralNRDataset (class in pyiqa.data.general_nr_dataset) generate_frame_indices() (in module pyiqa.data.data_util) generate_gaussian_kernel() (in module pyiqa.data.data_util) get() (pyiqa.utils.registry.Registry method) get_1d_sincos_pos_embed_from_grid() (in module pyiqa.archs.q_align.visual_encoder) get_2d_sincos_pos_embed() (in module pyiqa.archs.q_align.visual_encoder) get_2d_sincos_pos_embed_from_grid() (in module pyiqa.archs.q_align.visual_encoder) get_abs_pos() (in module pyiqa.archs.q_align.visual_encoder) get_attention_map() (pyiqa.archs.q_align.visual_encoder.MplugOwlVisualAbstractorMultiHeadAttention method) get_attn_decoder_mask() (in module pyiqa.archs.iqt_arch) get_attn_gradients() (pyiqa.archs.q_align.visual_encoder.MplugOwlVisualAbstractorMultiHeadAttention method) get_attn_pad_mask() (in module pyiqa.archs.iqt_arch) get_avg_time() (pyiqa.utils.AvgTimer method) (pyiqa.utils.logger.AvgTimer method) get_backbone_feature() (pyiqa.archs.iqt_arch.IQT method) get_bare_model() (pyiqa.models.base_model.BaseModel method) get_classifier() (pyiqa.archs.topiq_swin.SwinTransformer method) (pyiqa.archs.uranker_arch.URanker method) get_confirm_token() (in module pyiqa.utils.download_util) get_current_learning_rate() (pyiqa.models.base_model.BaseModel method) get_current_log() (pyiqa.models.base_model.BaseModel method) get_current_time() (pyiqa.utils.AvgTimer method) (pyiqa.utils.logger.AvgTimer method) get_current_visuals() (pyiqa.models.base_model.BaseModel method) get_dataset_info() (in module pyiqa) (in module pyiqa.api_helpers) get_dist_info() (in module pyiqa.utils.dist_util) get_env_info() (in module pyiqa.utils) (in module pyiqa.utils.logger) get_extended_attention_mask() (pyiqa.archs.q_align.visual_encoder.MplugOwlVisualAbstractorModel method) get_folder_features() (in module pyiqa.archs.fid_arch) get_gauss_pyramid() (in module pyiqa.archs.nrqm_arch) get_hashed_spatial_pos_emb_index() (in module pyiqa.data.multiscale_trans_util) get_head_mask() (pyiqa.archs.q_align.visual_encoder.MplugOwlVisualAbstractorModel method) get_image_features() (pyiqa.archs.qrealign.qwen3_5_src.modeling_qwen3_5.Qwen3_5ForConditionalGeneration method) (pyiqa.archs.qrealign.qwen3_5_src.modeling_qwen3_5.Qwen3_5Model method) get_input_embeddings() (pyiqa.archs.q_align.visual_encoder.MplugOwlVisionModel method) (pyiqa.archs.qrealign.qwen3_5_src.modeling_qwen3_5.Qwen3_5ForConditionalGeneration method) (pyiqa.archs.qrealign.qwen3_5_src.modeling_qwen3_5.Qwen3_5Model method) get_interface() (in module pyiqa.archs.qrealign.qrealign_compat) get_lr() (pyiqa.models.lr_scheduler.CosineAnnealingRestartLR method) (pyiqa.models.lr_scheduler.MultiStepRestartLR method) get_masks() (pyiqa.archs.piqe_arch.PIQE method) get_meshgrid() (in module pyiqa.archs.func_util) get_model() (pyiqa.archs.q_align.cmp_modelling_mplug_owl2.MPLUGOwl2LlamaForCausalLM method) (pyiqa.archs.q_align.cmp_modelling_mplug_owl2.MPLUGOwl2MetaForCausalLM method) (pyiqa.archs.q_align.modeling_mplug_owl2.MPLUGOwl2LlamaForCausalLM method) (pyiqa.archs.q_align.modeling_mplug_owl2.MPLUGOwl2MetaForCausalLM method) get_moments() (in module pyiqa.archs.mad_arch) get_multiscale_patches() (in module pyiqa.data.multiscale_trans_util) get_optimizer() (pyiqa.models.base_model.BaseModel method) get_pad_layer() (in module pyiqa.archs.stlpips_arch) get_padding() (pyiqa.data.transforms.PairedAdaptivePadding method) get_pair_rank() (pyiqa.archs.fgresq_arch.FGResQ method) get_pair_result() (pyiqa.archs.fgresq_arch.FGResQ method) get_patches() (pyiqa.archs.wadiqam_arch.WaDIQaM method) get_placeholder_mask() (pyiqa.archs.qrealign.qwen3_5_src.modeling_qwen3_5.Qwen3_5Model method) get_pooler_output() (in module pyiqa.archs.fgresq_arch) get_position_from_periods() (in module pyiqa.models.lr_scheduler) get_prompts_with_middle_class() (pyiqa.archs.clipiqa_arch.PromptLearner method) (pyiqa.archs.qualiclip_arch.PromptLearner method) get_quality_features() (pyiqa.archs.fgresq_arch.FGResQ method) get_reference_statistics() (in module pyiqa.archs.fid_arch) get_relative_position_index() (in module pyiqa.archs.topiq_swin) get_resnet_feature() (pyiqa.archs.ahiq_arch.AHIQ method) get_root_logger() (in module pyiqa.utils) (in module pyiqa.utils.logger) get_rope_index() (pyiqa.archs.qrealign.qwen3_5_src.modeling_qwen3_5.Qwen3_5Model method) get_sinusoid_encoding_table() (in module pyiqa.archs.iqt_arch) get_split() (pyiqa.data.ava_dataset.AVADataset method) (pyiqa.data.bapps_dataset.BAPPSDataset method) (pyiqa.data.base_iqa_dataset.BaseIQADataset method) (pyiqa.data.pieapp_dataset.PieAPPDataset method) (pyiqa.data.piq_dataset.PIQDataset method) get_split_with_file() (pyiqa.data.base_iqa_dataset.BaseIQADataset method) get_swin_feature() (pyiqa.archs.topiq_arch.CFANet method) get_text_features() (pyiqa.archs.liqe_arch.LIQE method) get_time_str() (in module pyiqa.utils) (in module pyiqa.utils.misc) get_transforms() (pyiqa.data.base_iqa_dataset.BaseIQADataset method) (pyiqa.data.general_fr_dataset.GeneralFRDataset method) get_url_from_name() (in module pyiqa.archs.arch_util) get_var_gen_gauss() (in module pyiqa.archs.nrqm_arch) get_video_features() (pyiqa.archs.qrealign.qwen3_5_src.modeling_qwen3_5.Qwen3_5ForConditionalGeneration method) (pyiqa.archs.qrealign.qwen3_5_src.modeling_qwen3_5.Qwen3_5Model method) get_vision_tower() (pyiqa.archs.q_align.cmp_modelling_mplug_owl2.MPLUGOwl2MetaModel method) (pyiqa.archs.q_align.modeling_mplug_owl2.MPLUGOwl2MetaModel method) get_visual_abstractor() (pyiqa.archs.q_align.cmp_modelling_mplug_owl2.MPLUGOwl2MetaModel method) (pyiqa.archs.q_align.modeling_mplug_owl2.MPLUGOwl2MetaModel method) get_vit_feature() (pyiqa.archs.ahiq_arch.AHIQ method) getlist() (in module pyiqa.matlab_utils.math_util) global_gsm() (in module pyiqa.archs.nrqm_arch) GMSD (class in pyiqa.archs.gmsd_arch) gmsd() (in module pyiqa.archs.gmsd_arch) gradient_map() (in module pyiqa.archs.func_util) group_matcher() (pyiqa.archs.topiq_swin.SwinTransformer method) H hi_index() (in module pyiqa.archs.mad_arch) HyperNet (class in pyiqa.archs.hypernet_arch) I ical_stat() (in module pyiqa.archs.mad_arch) ical_std() (in module pyiqa.archs.mad_arch) ifftshift() (in module pyiqa.archs.func_util) IGNORE_INDEX (in module pyiqa.archs.q_align.cmp_modelling_mplug_owl2) (in module pyiqa.archs.q_align.modeling_mplug_owl2) ILNIQE (class in pyiqa.archs.niqe_arch) ilniqe() (in module pyiqa.archs.niqe_arch) im2col() (in module pyiqa.matlab_utils) (in module pyiqa.matlab_utils.functions) IMAGE_TOKEN_INDEX (in module pyiqa.archs.q_align.cmp_modelling_mplug_owl2) (in module pyiqa.archs.q_align.modeling_mplug_owl2) IMAGENET_DEFAULT_MEAN (in module pyiqa.archs.constants) IMAGENET_DEFAULT_STD (in module pyiqa.archs.constants) IMAGENET_DPN_MEAN (in module pyiqa.archs.constants) IMAGENET_DPN_STD (in module pyiqa.archs.constants) IMAGENET_INCEPTION_MEAN (in module pyiqa.archs.constants) IMAGENET_INCEPTION_STD (in module pyiqa.archs.constants) imfilter() (in module pyiqa.matlab_utils) (in module pyiqa.matlab_utils.functions) imfrombytes() (in module pyiqa.utils) (in module pyiqa.utils.img_util) img2tensor() (in module pyiqa.utils) (in module pyiqa.utils.img_util) img_rotate() (in module pyiqa.data.transforms) importlib_metadata (in module pyiqa.utils.registry) imread2pil() (in module pyiqa.utils.img_util) imread2tensor() (in module pyiqa.utils) (in module pyiqa.utils.img_util) imresize() (in module pyiqa.matlab_utils) (in module pyiqa.matlab_utils.resize) imwrite() (in module pyiqa.utils) (in module pyiqa.utils.img_util) InceptionScore (class in pyiqa.archs.inceptionscore_arch) InceptionV3 (class in pyiqa.archs.inception) index_first_axis (in module pyiqa.archs.q_align.modeling_llama2) InferenceModel (class in pyiqa.models.inference_model) init (in module pyiqa.archs.qrealign.qrealign_compat) init_dist() (in module pyiqa.utils.dist_util) init_path_mos() (pyiqa.data.ava_dataset.AVADataset method) (pyiqa.data.bapps_dataset.BAPPSDataset method) (pyiqa.data.base_iqa_dataset.BaseIQADataset method) (pyiqa.data.general_fr_dataset.GeneralFRDataset method) (pyiqa.data.general_nr_dataset.GeneralNRDataset method) (pyiqa.data.livechallenge_dataset.LIVEChallengeDataset method) (pyiqa.data.pieapp_dataset.PieAPPDataset method) (pyiqa.data.piq_dataset.PIQDataset method) init_saveoutput() (pyiqa.archs.ahiq_arch.AHIQ method) (pyiqa.archs.iqt_arch.IQT method) init_tb_logger() (in module pyiqa.utils) (in module pyiqa.utils.logger) init_tb_loggers() (in module pyiqa.train) init_training_settings() (pyiqa.models.general_iqa_model.GeneralIQAModel method) init_wandb_logger() (in module pyiqa.utils) (in module pyiqa.utils.logger) initialize_parameters() (pyiqa.archs.clip_model.CLIP method) initialized_logger (in module pyiqa.utils.logger) insert_cls() (pyiqa.archs.uranker_arch.URanker method) insert_his() (pyiqa.archs.uranker_arch.URanker method) integ (in module pyiqa.archs.qrealign.qrealign_compat) interpolate() (pyiqa.archs.uranker_arch.ParallelBlock method) interpolate_bilinear_2d_like_tensorflow1x() (in module pyiqa.archs.interpolate_compat_tensorflow) IQARegression (class in pyiqa.archs.iqt_arch) IQT (class in pyiqa.archs.iqt_arch) is_flash_attention_requested() (in module pyiqa.archs.qrealign.qrealign_compat) is_flash_attn_greater_or_equal_2_10() (in module pyiqa.archs.q_align.modeling_llama2) is_image_file() (in module pyiqa.utils.img_util) is_valid_input() (pyiqa.models.inference_model.InferenceModel method) K kernel_sigma (pyiqa.archs.brisque_arch.BRISQUE attribute) kernel_size (pyiqa.archs.brisque_arch.BRISQUE attribute) keys() (pyiqa.utils.registry.Registry method) L l1_loss() (in module pyiqa.losses.losses) L1Loss (class in pyiqa.losses) (class in pyiqa.losses.losses) L2Pool2d (class in pyiqa.archs.dmm_arch) L2pooling (class in pyiqa.archs.dists_arch) (class in pyiqa.archs.tres_arch) LAIONAes (class in pyiqa.archs.laion_aes_arch) LAPLACIAN_FILTER (in module pyiqa.archs.nlpd_arch) LayerNorm (class in pyiqa.archs.clip_model) LEVELS (in module pyiqa.archs.qrealign_arch) LIQE (class in pyiqa.archs.liqe_arch) list_models() (in module pyiqa) (in module pyiqa.api_helpers) LIVEChallengeDataset (class in pyiqa.data.livechallenge_dataset) LLAMA_ATTENTION_CLASSES (in module pyiqa.archs.q_align.modeling_llama2) LlamaAttention (class in pyiqa.archs.q_align.modeling_llama2) LlamaConfig (class in pyiqa.archs.q_align.configuration_mplug_owl2) LlamaDecoderLayer (class in pyiqa.archs.q_align.modeling_llama2) LlamaFlashAttention2 (class in pyiqa.archs.q_align.modeling_llama2) LlamaLinearScalingRotaryEmbedding (class in pyiqa.archs.q_align.modeling_llama2) LlamaSdpaAttention (class in pyiqa.archs.q_align.modeling_llama2) lo_index() (in module pyiqa.archs.mad_arch) load() (in module pyiqa.archs.afineclip_model) (in module pyiqa.archs.clip_model) load_checkpoint() (in module pyiqa.archs.fgresq_arch) load_dataset() (in module pyiqa) (in module pyiqa.data.dataset_api) load_degradation_weights() (pyiqa.archs.fgresq_arch.FGResQ method) load_file_from_url() (in module pyiqa.utils) (in module pyiqa.utils.download_util) load_network() (pyiqa.models.base_model.BaseModel method) load_pretrained_network() (in module pyiqa.archs.arch_util) (pyiqa.archs.wadiqam_arch.WaDIQaM method) load_pretrained_weights() (pyiqa.archs.fgresq_arch.FGResQ method) load_processor() (in module pyiqa.archs.qrealign) (in module pyiqa.archs.qrealign.qrealign_compat) load_resume_state() (in module pyiqa.train) load_weights() (pyiqa.models.inference_model.InferenceModel method) logger (in module pyiqa.archs.q_align.configuration_mplug_owl2) (in module pyiqa.archs.q_align.modeling_llama2) LOSS_REGISTRY (in module pyiqa.utils.registry) LPIPS (class in pyiqa.archs.lpips_arch) M MACLIP (class in pyiqa.archs.maclip_arch) MAD (class in pyiqa.archs.mad_arch) mad() (pyiqa.archs.mad_arch.MAD method) main() (in module pyiqa.pyiqa_cmd) make_csf() (in module pyiqa.archs.mad_arch) make_exp_dirs() (in module pyiqa.utils) (in module pyiqa.utils.misc) make_layers() (in module pyiqa.archs.stlpips_arch) (in module pyiqa.archs.wadiqam_arch) make_paths() (in module pyiqa.utils.options) MANIQA (class in pyiqa.archs.maniqa_arch) master_only() (in module pyiqa.utils.dist_util) MAX (in module pyiqa.archs.mad_arch) maximum_mean_discrepancy() (in module pyiqa.archs.fid_arch) maybe_autocast() (in module pyiqa.archs.qrealign.qrealign_compat) merge_with_config_defaults() (in module pyiqa.archs.qrealign.qrealign_compat) MessageLogger (class in pyiqa.utils) (class in pyiqa.utils.logger) MetaIQA (class in pyiqa.archs.metaiqa_arch) METRIC_REGISTRY (in module pyiqa.utils.registry) mkdir_and_rename() (in module pyiqa.utils) (in module pyiqa.utils.misc) MLP (class in pyiqa.archs.laion_aes_arch) Mlp (class in pyiqa.archs.maniqa_swin) (class in pyiqa.archs.musiq_arch) (class in pyiqa.archs.uranker_arch) mmd_polynomial_kernel() (in module pyiqa.archs.fid_arch) mmd_rbf_kernel() (in module pyiqa.archs.fid_arch) mod_crop() (in module pyiqa.data.transforms) model (pyiqa.archs.fid_arch.FID attribute) model_ema() (pyiqa.models.base_model.BaseModel method) model_forward() (in module pyiqa.archs.q_align.modeling_llama2) MODEL_REGISTRY (in module pyiqa.utils.registry) model_to_device() (pyiqa.models.base_model.BaseModel method) model_urls (in module pyiqa.archs.ckdn_arch) MODELS (in module pyiqa.archs.qrealign_arch) ModifiedResNet (class in pyiqa.archs.clip_model) module pyiqa pyiqa.api_helpers pyiqa.archs pyiqa.archs.afine_arch pyiqa.archs.afineclip_model pyiqa.archs.ahiq_arch pyiqa.archs.arch_util pyiqa.archs.arniqa_arch pyiqa.archs.brisque_arch pyiqa.archs.ckdn_arch pyiqa.archs.clip_imports pyiqa.archs.clip_model pyiqa.archs.clipiqa_arch pyiqa.archs.clipscore_arch pyiqa.archs.cnniqa_arch pyiqa.archs.compare2score_arch pyiqa.archs.constants pyiqa.archs.dbcnn_arch pyiqa.archs.deepdc_arch pyiqa.archs.dists_arch pyiqa.archs.dmm_arch pyiqa.archs.entropy_arch pyiqa.archs.fgresq_arch pyiqa.archs.fid_arch pyiqa.archs.fsim_arch pyiqa.archs.func_util pyiqa.archs.gmsd_arch pyiqa.archs.hypernet_arch pyiqa.archs.inception pyiqa.archs.inceptionscore_arch pyiqa.archs.interpolate_compat_tensorflow pyiqa.archs.iqt_arch pyiqa.archs.laion_aes_arch pyiqa.archs.liqe_arch pyiqa.archs.lpips_arch pyiqa.archs.maclip_arch pyiqa.archs.mad_arch pyiqa.archs.maniqa_arch pyiqa.archs.maniqa_swin pyiqa.archs.metaiqa_arch pyiqa.archs.msswd_arch pyiqa.archs.musiq_arch pyiqa.archs.nima_arch pyiqa.archs.niqe_arch pyiqa.archs.nlpd_arch pyiqa.archs.nrqm_arch pyiqa.archs.paq2piq_arch pyiqa.archs.pieapp_arch pyiqa.archs.piqe_arch pyiqa.archs.psnr_arch pyiqa.archs.q_align pyiqa.archs.q_align.cmp_modelling_mplug_owl2 pyiqa.archs.q_align.configuration_mplug_owl2 pyiqa.archs.q_align.modeling_attn_mask_utils pyiqa.archs.q_align.modeling_llama2 pyiqa.archs.q_align.modeling_mplug_owl2 pyiqa.archs.q_align.visual_encoder pyiqa.archs.qalign_arch pyiqa.archs.qrealign pyiqa.archs.qrealign.qrealign_compat pyiqa.archs.qrealign.qwen3_5_src pyiqa.archs.qrealign.qwen3_5_src.configuration_qwen3_5 pyiqa.archs.qrealign.qwen3_5_src.modeling_qwen3_5 pyiqa.archs.qrealign.qwen3_5_src.tokenization_qwen3_5 pyiqa.archs.qrealign_arch pyiqa.archs.qualiclip_arch pyiqa.archs.ssim_arch pyiqa.archs.stlpips_arch pyiqa.archs.topiq_arch pyiqa.archs.topiq_swin pyiqa.archs.tres_arch pyiqa.archs.unique_arch pyiqa.archs.uranker_arch pyiqa.archs.vif_arch pyiqa.archs.vsi_arch pyiqa.archs.wadiqam_arch pyiqa.data pyiqa.data.ava_dataset pyiqa.data.bapps_dataset pyiqa.data.base_iqa_dataset pyiqa.data.data_sampler pyiqa.data.data_util pyiqa.data.dataset_api pyiqa.data.general_fr_dataset pyiqa.data.general_nr_dataset pyiqa.data.livechallenge_dataset pyiqa.data.multiscale_trans_util pyiqa.data.pieapp_dataset pyiqa.data.piq_dataset pyiqa.data.prefetch_dataloader pyiqa.data.transforms pyiqa.default_model_configs pyiqa.losses pyiqa.losses.iqa_losses pyiqa.losses.loss_util pyiqa.losses.losses pyiqa.matlab_utils pyiqa.matlab_utils.functions pyiqa.matlab_utils.math_util pyiqa.matlab_utils.nss_feature pyiqa.matlab_utils.padding pyiqa.matlab_utils.resize pyiqa.matlab_utils.scfpyr_util pyiqa.metrics pyiqa.metrics.correlation_coefficient pyiqa.metrics.other_metrics pyiqa.models pyiqa.models.bapps_model pyiqa.models.base_model pyiqa.models.dbcnn_model pyiqa.models.distiqa_model pyiqa.models.general_iqa_model pyiqa.models.inference_model pyiqa.models.lr_scheduler pyiqa.models.pieapp_model pyiqa.models.wadiqam_model pyiqa.pyiqa_cmd pyiqa.test pyiqa.train pyiqa.train_nsplits pyiqa.utils pyiqa.utils.color_util pyiqa.utils.dist_util pyiqa.utils.download_util pyiqa.utils.img_util pyiqa.utils.logger pyiqa.utils.misc pyiqa.utils.options pyiqa.utils.registry mos_normalize() (pyiqa.data.base_iqa_dataset.BaseIQADataset method) (pyiqa.data.general_fr_dataset.GeneralFRDataset method) MPLUGOwl2Config (class in pyiqa.archs.q_align.configuration_mplug_owl2) MPLUGOwl2LlamaForCausalLM (class in pyiqa.archs.q_align.cmp_modelling_mplug_owl2) (class in pyiqa.archs.q_align.modeling_mplug_owl2) MPLUGOwl2LlamaModel (class in pyiqa.archs.q_align.cmp_modelling_mplug_owl2) (class in pyiqa.archs.q_align.modeling_mplug_owl2) MPLUGOwl2MetaForCausalLM (class in pyiqa.archs.q_align.cmp_modelling_mplug_owl2) (class in pyiqa.archs.q_align.modeling_mplug_owl2) MPLUGOwl2MetaModel (class in pyiqa.archs.q_align.cmp_modelling_mplug_owl2) (class in pyiqa.archs.q_align.modeling_mplug_owl2) MplugOwlMLP (class in pyiqa.archs.q_align.visual_encoder) MplugOwlVisionAttention (class in pyiqa.archs.q_align.visual_encoder) MplugOwlVisionConfig (class in pyiqa.archs.q_align.configuration_mplug_owl2) MplugOwlVisionEmbeddings (class in pyiqa.archs.q_align.visual_encoder) MplugOwlVisionEncoder (class in pyiqa.archs.q_align.visual_encoder) MplugOwlVisionEncoderLayer (class in pyiqa.archs.q_align.visual_encoder) MplugOwlVisionModel (class in pyiqa.archs.q_align.visual_encoder) MplugOwlVisualAbstractorAttention (class in pyiqa.archs.q_align.visual_encoder) MplugOwlVisualAbstractorConfig (class in pyiqa.archs.q_align.configuration_mplug_owl2) MplugOwlVisualAbstractorCrossOutput (class in pyiqa.archs.q_align.visual_encoder) MplugOwlVisualAbstractorEncoder (class in pyiqa.archs.q_align.visual_encoder) MplugOwlVisualAbstractorLayer (class in pyiqa.archs.q_align.visual_encoder) MplugOwlVisualAbstractorMLP (class in pyiqa.archs.q_align.visual_encoder) MplugOwlVisualAbstractorModel (class in pyiqa.archs.q_align.visual_encoder) MplugOwlVisualAbstractorMultiHeadAttention (class in pyiqa.archs.q_align.visual_encoder) MS_SSIM (class in pyiqa.archs.ssim_arch) ms_ssim() (in module pyiqa.archs.ssim_arch) MS_SWD_learned (class in pyiqa.archs.msswd_arch) mse_loss() (in module pyiqa.losses.losses) MSELoss (class in pyiqa.losses) (class in pyiqa.losses.losses) MultiHeadAttention (class in pyiqa.archs.iqt_arch) (class in pyiqa.archs.musiq_arch) MultiStepRestartLR (class in pyiqa.models.lr_scheduler) MultiVGGFeaturesExtractor (class in pyiqa.archs.deepdc_arch) MultiwayNetwork (class in pyiqa.archs.q_align.modeling_llama2) MUSIQ (class in pyiqa.archs.musiq_arch) N names (in module pyiqa.archs.deepdc_arch) (in module pyiqa.archs.dmm_arch) nancov() (in module pyiqa.matlab_utils) (in module pyiqa.matlab_utils.functions) nanmean() (in module pyiqa.matlab_utils) (in module pyiqa.matlab_utils.functions) natural_scene_statistics() (in module pyiqa.archs.brisque_arch) net_forward() (pyiqa.models.general_iqa_model.GeneralIQAModel method) NetLinLayer (class in pyiqa.archs.lpips_arch) (class in pyiqa.archs.stlpips_arch) next() (pyiqa.data.prefetch_dataloader.CPUPrefetcher method) (pyiqa.data.prefetch_dataloader.CUDAPrefetcher method) NIMA (class in pyiqa.archs.nima_arch) NiNLoss (class in pyiqa.losses) (class in pyiqa.losses.iqa_losses) NIQE (class in pyiqa.archs.niqe_arch) niqe() (in module pyiqa.archs.niqe_arch) nll_loss() (in module pyiqa.losses.losses) NLLLoss (class in pyiqa.losses.losses) NLPD (class in pyiqa.archs.nlpd_arch) nlpd() (pyiqa.archs.nlpd_arch.NLPD method) no_weight_decay() (pyiqa.archs.topiq_swin.SwinTransformer method) (pyiqa.archs.uranker_arch.URanker method) noise_criterion() (in module pyiqa.archs.piqe_arch) nondist_validation() (pyiqa.models.bapps_model.BAPPSModel method) (pyiqa.models.general_iqa_model.GeneralIQAModel method) norm_cdf() (in module pyiqa.archs.q_align.cmp_modelling_mplug_owl2) norm_loss_with_normalization() (in module pyiqa.losses.iqa_losses) norm_sender_normalized() (in module pyiqa.archs.nrqm_arch) Normalize (class in pyiqa.archs.unique_arch) normalize_img_with_gauss() (in module pyiqa.archs.func_util) normalize_tensor() (in module pyiqa.archs.lpips_arch) (in module pyiqa.archs.stlpips_arch) notice_dist_criterion() (in module pyiqa.archs.piqe_arch) NRQM (class in pyiqa.archs.nrqm_arch) nrqm() (in module pyiqa.archs.nrqm_arch) O oc (in module pyiqa.archs.qrealign.qrealign_compat) OPENAI_CLIP_MEAN (in module pyiqa.archs.constants) OPENAI_CLIP_STD (in module pyiqa.archs.constants) optimize_parameters() (pyiqa.models.bapps_model.BAPPSModel method) (pyiqa.models.base_model.BaseModel method) (pyiqa.models.dbcnn_model.DBCNNModel method) (pyiqa.models.distiqa_model.DistIQAModel method) (pyiqa.models.general_iqa_model.GeneralIQAModel method) (pyiqa.models.pieapp_model.PieAPPModel method) optimize_score_map_pytorch_cuda() (in module pyiqa.archs.q_align.cmp_modelling_mplug_owl2) ordered_yaml() (in module pyiqa.utils.options) oriented_dct_rho() (in module pyiqa.archs.nrqm_arch) P pad_input (in module pyiqa.archs.q_align.modeling_llama2) padding_img() (in module pyiqa.archs.uranker_arch) paired_paths_from_folder() (in module pyiqa.data.data_util) paired_paths_from_lmdb() (in module pyiqa.data.data_util) paired_paths_from_meta_info_file() (in module pyiqa.data.data_util) PairedAdaptivePadding (class in pyiqa.data.transforms) PairedAdaptiveResize (class in pyiqa.data.transforms) PairedCenterCrop (class in pyiqa.data.transforms) PairedRandomARPResize (class in pyiqa.data.transforms) PairedRandomCrop (class in pyiqa.data.transforms) PairedRandomErasing (class in pyiqa.data.transforms) PairedRandomHorizontalFlip (class in pyiqa.data.transforms) PairedRandomRot90 (class in pyiqa.data.transforms) PairedRandomSquareResize (class in pyiqa.data.transforms) PairedRandomVerticalFlip (class in pyiqa.data.transforms) PairedResize (class in pyiqa.data.transforms) PairedToTensor (class in pyiqa.data.transforms) PAQ2PIQ (class in pyiqa.archs.paq2piq_arch) ParallelBlock (class in pyiqa.archs.uranker_arch) parse_options() (in module pyiqa.utils.options) parser (in module pyiqa.archs.deepdc_arch) PatchEmbed (class in pyiqa.archs.uranker_arch) PatchMerging (class in pyiqa.archs.topiq_swin) paths_from_folder() (in module pyiqa.data.data_util) paths_from_lmdb() (in module pyiqa.data.data_util) PI (class in pyiqa.archs.nrqm_arch) PieAPP (class in pyiqa.archs.pieapp_arch) PieAPPDataset (class in pyiqa.data.pieapp_dataset) PieAPPModel (class in pyiqa.models.pieapp_model) PIQDataset (class in pyiqa.data.piq_dataset) PIQE (class in pyiqa.archs.piqe_arch) piqe() (in module pyiqa.archs.piqe_arch) Pixel_Prediction (class in pyiqa.archs.ahiq_arch) (class in pyiqa.archs.iqt_arch) plcc_loss() (in module pyiqa.losses.iqa_losses) PLCCLoss (class in pyiqa.losses) (class in pyiqa.losses.iqa_losses) pointOp (in module pyiqa.matlab_utils.scfpyr_util) pointOp() (in module pyiqa.matlab_utils.math_util) PositionEmbeddingSine (class in pyiqa.archs.tres_arch) PoswiseFeedForwardNet (class in pyiqa.archs.iqt_arch) PrefetchDataLoader (class in pyiqa.data.prefetch_dataloader) PrefetchGenerator (class in pyiqa.data.prefetch_dataloader) preload() (pyiqa.data.prefetch_dataloader.CUDAPrefetcher method) prepare_grid() (in module pyiqa.matlab_utils.math_util) prepare_image() (in module pyiqa.archs.deepdc_arch) prepare_image_adt() (pyiqa.archs.dmm_arch.DMM method) prepare_inputs_for_generation() (pyiqa.archs.q_align.cmp_modelling_mplug_owl2.MPLUGOwl2LlamaForCausalLM method) (pyiqa.archs.q_align.modeling_mplug_owl2.MPLUGOwl2LlamaForCausalLM method) (pyiqa.archs.qrealign.qwen3_5_src.modeling_qwen3_5.Qwen3_5ForConditionalGeneration method) prepare_inputs_labels_for_multimodal() (pyiqa.archs.q_align.cmp_modelling_mplug_owl2.MPLUGOwl2MetaForCausalLM method) (pyiqa.archs.q_align.modeling_mplug_owl2.MPLUGOwl2MetaForCausalLM method) preprocess() (pyiqa.archs.ahiq_arch.AHIQ method) (pyiqa.archs.compare2score_arch.Compare2Score method) (pyiqa.archs.dbcnn_arch.DBCNN method) (pyiqa.archs.fgresq_arch.FGResQ method) (pyiqa.archs.hypernet_arch.HyperNet method) (pyiqa.archs.iqt_arch.IQT method) (pyiqa.archs.maclip_arch.MACLIP method) (pyiqa.archs.metaiqa_arch.MetaIQA method) (pyiqa.archs.nima_arch.NIMA method) (pyiqa.archs.pieapp_arch.PieAPP method) (pyiqa.archs.qalign_arch.QAlign method) (pyiqa.archs.topiq_arch.CFANet method) preprocess_face() (pyiqa.archs.topiq_arch.CFANet method) preprocess_img() (pyiqa.archs.msswd_arch.MS_SWD_learned method) preprocess_rgb() (in module pyiqa.archs.func_util) preprocessing() (in module pyiqa.archs.uranker_arch) print_network() (pyiqa.models.base_model.BaseModel method) PromptLearner (class in pyiqa.archs.clipiqa_arch) (class in pyiqa.archs.qualiclip_arch) prune_heads() (pyiqa.archs.q_align.visual_encoder.MplugOwlVisualAbstractorAttention method) PSNR (class in pyiqa.archs.psnr_arch) psnr() (in module pyiqa.archs.psnr_arch) pyiqa module pyiqa.api_helpers module pyiqa.archs module pyiqa.archs.afine_arch module pyiqa.archs.afineclip_model module pyiqa.archs.ahiq_arch module pyiqa.archs.arch_util module pyiqa.archs.arniqa_arch module pyiqa.archs.brisque_arch module pyiqa.archs.ckdn_arch module pyiqa.archs.clip_imports module pyiqa.archs.clip_model module pyiqa.archs.clipiqa_arch module pyiqa.archs.clipscore_arch module pyiqa.archs.cnniqa_arch module pyiqa.archs.compare2score_arch module pyiqa.archs.constants module pyiqa.archs.dbcnn_arch module pyiqa.archs.deepdc_arch module pyiqa.archs.dists_arch module pyiqa.archs.dmm_arch module pyiqa.archs.entropy_arch module pyiqa.archs.fgresq_arch module pyiqa.archs.fid_arch module pyiqa.archs.fsim_arch module pyiqa.archs.func_util module pyiqa.archs.gmsd_arch module pyiqa.archs.hypernet_arch module pyiqa.archs.inception module pyiqa.archs.inceptionscore_arch module pyiqa.archs.interpolate_compat_tensorflow module pyiqa.archs.iqt_arch module pyiqa.archs.laion_aes_arch module pyiqa.archs.liqe_arch module pyiqa.archs.lpips_arch module pyiqa.archs.maclip_arch module pyiqa.archs.mad_arch module pyiqa.archs.maniqa_arch module pyiqa.archs.maniqa_swin module pyiqa.archs.metaiqa_arch module pyiqa.archs.msswd_arch module pyiqa.archs.musiq_arch module pyiqa.archs.nima_arch module pyiqa.archs.niqe_arch module pyiqa.archs.nlpd_arch module pyiqa.archs.nrqm_arch module pyiqa.archs.paq2piq_arch module pyiqa.archs.pieapp_arch module pyiqa.archs.piqe_arch module pyiqa.archs.psnr_arch module pyiqa.archs.q_align module pyiqa.archs.q_align.cmp_modelling_mplug_owl2 module pyiqa.archs.q_align.configuration_mplug_owl2 module pyiqa.archs.q_align.modeling_attn_mask_utils module pyiqa.archs.q_align.modeling_llama2 module pyiqa.archs.q_align.modeling_mplug_owl2 module pyiqa.archs.q_align.visual_encoder module pyiqa.archs.qalign_arch module pyiqa.archs.qrealign module pyiqa.archs.qrealign.qrealign_compat module pyiqa.archs.qrealign.qwen3_5_src module pyiqa.archs.qrealign.qwen3_5_src.configuration_qwen3_5 module pyiqa.archs.qrealign.qwen3_5_src.modeling_qwen3_5 module pyiqa.archs.qrealign.qwen3_5_src.tokenization_qwen3_5 module pyiqa.archs.qrealign_arch module pyiqa.archs.qualiclip_arch module pyiqa.archs.ssim_arch module pyiqa.archs.stlpips_arch module pyiqa.archs.topiq_arch module pyiqa.archs.topiq_swin module pyiqa.archs.tres_arch module pyiqa.archs.unique_arch module pyiqa.archs.uranker_arch module pyiqa.archs.vif_arch module pyiqa.archs.vsi_arch module pyiqa.archs.wadiqam_arch module pyiqa.data module pyiqa.data.ava_dataset module pyiqa.data.bapps_dataset module pyiqa.data.base_iqa_dataset module pyiqa.data.data_sampler module pyiqa.data.data_util module pyiqa.data.dataset_api module pyiqa.data.general_fr_dataset module pyiqa.data.general_nr_dataset module pyiqa.data.livechallenge_dataset module pyiqa.data.multiscale_trans_util module pyiqa.data.pieapp_dataset module pyiqa.data.piq_dataset module pyiqa.data.prefetch_dataloader module pyiqa.data.transforms module pyiqa.default_model_configs module pyiqa.losses module pyiqa.losses.iqa_losses module pyiqa.losses.loss_util module pyiqa.losses.losses module pyiqa.matlab_utils module pyiqa.matlab_utils.functions module pyiqa.matlab_utils.math_util module pyiqa.matlab_utils.nss_feature module pyiqa.matlab_utils.padding module pyiqa.matlab_utils.resize module pyiqa.matlab_utils.scfpyr_util module pyiqa.metrics module pyiqa.metrics.correlation_coefficient module pyiqa.metrics.other_metrics module pyiqa.models module pyiqa.models.bapps_model module pyiqa.models.base_model module pyiqa.models.dbcnn_model module pyiqa.models.distiqa_model module pyiqa.models.general_iqa_model module pyiqa.models.inference_model module pyiqa.models.lr_scheduler module pyiqa.models.pieapp_model module pyiqa.models.wadiqam_model module pyiqa.pyiqa_cmd module pyiqa.test module pyiqa.train module pyiqa.train_nsplits module pyiqa.utils module pyiqa.utils.color_util module pyiqa.utils.dist_util module pyiqa.utils.download_util module pyiqa.utils.img_util module pyiqa.utils.logger module pyiqa.utils.misc module pyiqa.utils.options module pyiqa.utils.registry module pyramid() (pyiqa.archs.nlpd_arch.NLPD method) Q QAlign (class in pyiqa.archs.qalign_arch) QReAlign (class in pyiqa.archs.qrealign_arch) QualiCLIP (class in pyiqa.archs.qualiclip_arch) qualitys (in module pyiqa.archs.liqe_arch) QuickGELU (class in pyiqa.archs.clip_model) (class in pyiqa.archs.q_align.visual_encoder) Qwen3_5Config (class in pyiqa.archs.qrealign.qwen3_5_src.configuration_qwen3_5) Qwen3_5ForCausalLM (class in pyiqa.archs.qrealign.qwen3_5_src.modeling_qwen3_5) Qwen3_5ForConditionalGeneration (class in pyiqa.archs.qrealign.qwen3_5_src.modeling_qwen3_5) Qwen3_5Model (class in pyiqa.archs.qrealign.qwen3_5_src.modeling_qwen3_5) Qwen3_5PreTrainedModel (class in pyiqa.archs.qrealign.qwen3_5_src.modeling_qwen3_5) Qwen3_5TextConfig (class in pyiqa.archs.qrealign.qwen3_5_src.configuration_qwen3_5) Qwen3_5TextModel (class in pyiqa.archs.qrealign.qwen3_5_src.modeling_qwen3_5) Qwen3_5Tokenizer (class in pyiqa.archs.qrealign.qwen3_5_src.tokenization_qwen3_5) Qwen3_5VisionModel (class in pyiqa.archs.qrealign.qwen3_5_src.modeling_qwen3_5) R random_crop() (in module pyiqa.archs.arch_util) random_forest_regression() (in module pyiqa.archs.nrqm_arch) RankLoss (class in pyiqa.losses.iqa_losses) rbf_kernel() (in module pyiqa.archs.brisque_arch) rcosFn() (in module pyiqa.matlab_utils.math_util) read_img_seq() (in module pyiqa.data.data_util) record() (pyiqa.utils.AvgTimer method) (pyiqa.utils.logger.AvgTimer method) reduce_loss() (in module pyiqa.losses.loss_util) reduce_loss_dict() (pyiqa.models.base_model.BaseModel method) refparams_vecgsm() (pyiqa.archs.vif_arch.VIF method) register() (pyiqa.utils.registry.Registry method) register_lazy() (pyiqa.utils.registry.Registry method) Registry (class in pyiqa.utils.registry) regress_score() (pyiqa.archs.ahiq_arch.AHIQ method) (pyiqa.archs.iqt_arch.IQT method) regressor (pyiqa.archs.arniqa_arch.ARNIQA attribute) regressor_dataset (pyiqa.archs.arniqa_arch.ARNIQA attribute) remove_token() (pyiqa.archs.uranker_arch.URanker method) replace_llama_modality_adaptive() (in module pyiqa.archs.q_align.modeling_llama2) replace_pooling() (pyiqa.archs.dmm_arch.FeaturesExtractor method) reset() (pyiqa.data.prefetch_dataloader.CPUPrefetcher method) (pyiqa.data.prefetch_dataloader.CUDAPrefetcher method) reset_classifier() (pyiqa.archs.topiq_swin.SwinTransformer method) (pyiqa.archs.uranker_arch.URanker method) reset_optimizers_finetune() (pyiqa.models.dbcnn_model.DBCNNModel method) reset_start_time() (pyiqa.utils.logger.MessageLogger method) (pyiqa.utils.MessageLogger method) ResidualAttentionBlock (class in pyiqa.archs.clip_model) resize_pos_embed() (in module pyiqa.archs.topiq_swin) resize_preserve_aspect_ratio() (in module pyiqa.data.multiscale_trans_util) ResizeDataset (class in pyiqa.archs.fid_arch) ResNet (class in pyiqa.archs.ckdn_arch) resnet (class in pyiqa.archs.lpips_arch) resume_training() (pyiqa.models.base_model.BaseModel method) rgb2lab() (in module pyiqa.utils.color_util) rgb2lhm() (in module pyiqa.utils.color_util) rgb2lmn() (in module pyiqa.utils.color_util) rgb2xyz() (in module pyiqa.utils.color_util) rgb2ycbcr() (in module pyiqa.utils) (in module pyiqa.utils.color_util) rgb2yiq() (in module pyiqa.utils.color_util) rho (pyiqa.archs.brisque_arch.BRISQUE attribute) roll_n() (in module pyiqa.matlab_utils.math_util) root_path (in module pyiqa.test) (in module pyiqa.train) (in module pyiqa.train_nsplits) rot_pos_emb() (pyiqa.archs.qrealign.qwen3_5_src.modeling_qwen3_5.Qwen3_5VisionModel method) run() (pyiqa.data.prefetch_dataloader.PrefetchGenerator method) S safe_frac_pow() (in module pyiqa.utils.color_util) safe_sqrt() (in module pyiqa.archs.func_util) save() (pyiqa.models.base_model.BaseModel method) (pyiqa.models.general_iqa_model.GeneralIQAModel method) save_attention_map() (pyiqa.archs.q_align.visual_encoder.MplugOwlVisualAbstractorMultiHeadAttention method) save_attn_gradients() (pyiqa.archs.q_align.visual_encoder.MplugOwlVisualAbstractorMultiHeadAttention method) save_network() (pyiqa.models.base_model.BaseModel method) save_response_content() (in module pyiqa.utils.download_util) save_training_state() (pyiqa.models.base_model.BaseModel method) SaveOutput (class in pyiqa.archs.ahiq_arch) (class in pyiqa.archs.iqt_arch) (class in pyiqa.archs.maniqa_arch) scale (pyiqa.archs.brisque_arch.BRISQUE attribute) scale_features() (in module pyiqa.archs.brisque_arch) scale_finalscore() (in module pyiqa.archs.afine_arch) ScaledDotProductAttention (class in pyiqa.archs.iqt_arch) ScalingLayer (class in pyiqa.archs.lpips_arch) (class in pyiqa.archs.stlpips_arch) scandir() (in module pyiqa.utils) (in module pyiqa.utils.misc) scandir_images() (in module pyiqa.utils) (in module pyiqa.utils.img_util) scenes (in module pyiqa.archs.liqe_arch) SCFpyr_PyTorch (class in pyiqa.matlab_utils) (class in pyiqa.matlab_utils.scfpyr_util) scharr_filter() (in module pyiqa.archs.func_util) SCNN (class in pyiqa.archs.dbcnn_arch) score() (pyiqa.archs.q_align.cmp_modelling_mplug_owl2.MPLUGOwl2LlamaForCausalLM method) (pyiqa.archs.q_align.modeling_mplug_owl2.MPLUGOwl2LlamaForCausalLM method) sdsp() (in module pyiqa.archs.vsi_arch) SerialBlock (class in pyiqa.archs.uranker_arch) set_epoch() (pyiqa.data.data_sampler.EnlargedSampler method) set_grad_checkpointing() (pyiqa.archs.topiq_swin.SwinTransformer method) set_input_embeddings() (pyiqa.archs.qrealign.qwen3_5_src.modeling_qwen3_5.Qwen3_5ForConditionalGeneration method) (pyiqa.archs.qrealign.qwen3_5_src.modeling_qwen3_5.Qwen3_5Model method) set_random_seed() (in module pyiqa.utils) (in module pyiqa.utils.misc) setup_optimizers() (pyiqa.models.general_iqa_model.GeneralIQAModel method) (pyiqa.models.wadiqam_model.WaDIQaMModel method) setup_schedulers() (pyiqa.models.base_model.BaseModel method) similarity_map() (in module pyiqa.archs.func_util) sizeof_fmt() (in module pyiqa.utils) (in module pyiqa.utils.misc) softmax() (in module pyiqa.archs.q_align.cmp_modelling_mplug_owl2) sp5_filters() (in module pyiqa.archs.vif_arch) spatial_average() (in module pyiqa.archs.lpips_arch) (in module pyiqa.archs.stlpips_arch) squeezenet (class in pyiqa.archs.lpips_arch) SSIM (class in pyiqa.archs.ssim_arch) ssim() (in module pyiqa.archs.ssim_arch) start() (pyiqa.utils.AvgTimer method) (pyiqa.utils.logger.AvgTimer method) StdConv (class in pyiqa.archs.musiq_arch) SteerablePyramidSpace() (in module pyiqa.archs.vif_arch) STLPIPS (class in pyiqa.archs.stlpips_arch) sv (pyiqa.archs.brisque_arch.BRISQUE attribute) sv_coef (pyiqa.archs.brisque_arch.BRISQUE attribute) swin_base_patch4_window12_384() (in module pyiqa.archs.topiq_swin) swin_base_patch4_window12_384_in22k() (in module pyiqa.archs.topiq_swin) swin_base_patch4_window7_224() (in module pyiqa.archs.topiq_swin) swin_base_patch4_window7_224_in22k() (in module pyiqa.archs.topiq_swin) swin_large_patch4_window12_384() (in module pyiqa.archs.topiq_swin) swin_large_patch4_window12_384_in22k() (in module pyiqa.archs.topiq_swin) swin_large_patch4_window7_224() (in module pyiqa.archs.topiq_swin) swin_large_patch4_window7_224_in22k() (in module pyiqa.archs.topiq_swin) swin_s3_base_224() (in module pyiqa.archs.topiq_swin) swin_s3_small_224() (in module pyiqa.archs.topiq_swin) swin_s3_tiny_224() (in module pyiqa.archs.topiq_swin) swin_small_patch4_window7_224() (in module pyiqa.archs.topiq_swin) swin_tiny_patch4_window7_224() (in module pyiqa.archs.topiq_swin) SwinBlock (class in pyiqa.archs.maniqa_swin) SwinTransformer (class in pyiqa.archs.maniqa_swin) (class in pyiqa.archs.topiq_swin) SwinTransformerBlock (class in pyiqa.archs.topiq_swin) symm_pad() (in module pyiqa.matlab_utils), [1] (in module pyiqa.matlab_utils.padding) T TABlock (class in pyiqa.archs.maniqa_arch) TASKS (in module pyiqa.archs.qrealign_arch) tensor2img() (in module pyiqa.utils) (in module pyiqa.utils.img_util) test() (pyiqa.models.bapps_model.BAPPSModel method) (pyiqa.models.distiqa_model.DistIQAModel method) (pyiqa.models.general_iqa_model.GeneralIQAModel method) test_img_size (pyiqa.archs.fid_arch.FID attribute) test_pipeline() (in module pyiqa.test) test_y_channel (pyiqa.archs.brisque_arch.BRISQUE attribute) to_1tuple (in module pyiqa.archs.arch_util) (in module pyiqa.matlab_utils.padding) to_2tuple (in module pyiqa.archs.arch_util) (in module pyiqa.matlab_utils.padding) to_3tuple (in module pyiqa.archs.arch_util) (in module pyiqa.matlab_utils.padding) to_4d() (pyiqa.archs.q_align.modeling_attn_mask_utils.AttentionMaskConverter method) to_4tuple (in module pyiqa.archs.arch_util) (in module pyiqa.matlab_utils.padding) to_causal_4d() (pyiqa.archs.q_align.modeling_attn_mask_utils.AttentionMaskConverter method) to_ntuple (in module pyiqa.archs.arch_util) (in module pyiqa.matlab_utils.padding) to_tensor() (pyiqa.data.transforms.PairedToTensor method) to_y_channel() (in module pyiqa.utils.color_util) tokenizer_image_token() (in module pyiqa.archs.q_align.cmp_modelling_mplug_owl2) (in module pyiqa.archs.q_align.modeling_mplug_owl2) torch_compilable_check() (in module pyiqa.archs.qrealign.qrealign_compat) torch_cov() (in module pyiqa.archs.func_util) train_nsplits() (in module pyiqa.train_nsplits) train_pipeline() (in module pyiqa.train) transform_mapping() (in module pyiqa.data.transforms) Transformer (class in pyiqa.archs.clip_model) (class in pyiqa.archs.iqt_arch) (class in pyiqa.archs.tres_arch) TransformerBlock (class in pyiqa.archs.musiq_arch) TransformerDecoder (class in pyiqa.archs.topiq_arch) TransformerDecoderLayer (class in pyiqa.archs.topiq_arch) TransformerEncoder (class in pyiqa.archs.musiq_arch) (class in pyiqa.archs.topiq_arch) (class in pyiqa.archs.tres_arch) TransformerEncoderLayer (class in pyiqa.archs.topiq_arch) (class in pyiqa.archs.tres_arch) transpose_for_scores() (pyiqa.archs.q_align.visual_encoder.MplugOwlVisualAbstractorMultiHeadAttention method) tree_regression() (in module pyiqa.archs.nrqm_arch) TReS (class in pyiqa.archs.tres_arch) U u (in module pyiqa.archs.qrealign.qrealign_compat) uniform_crop() (in module pyiqa.archs.arch_util) UNIQUE (class in pyiqa.archs.unique_arch) unpad_input (in module pyiqa.archs.q_align.modeling_llama2) update_learning_rate() (pyiqa.models.base_model.BaseModel method) update_matrix() (in module pyiqa.archs.q_align.cmp_modelling_mplug_owl2) upsample() (in module pyiqa.archs.lpips_arch) (in module pyiqa.archs.stlpips_arch) (pyiqa.archs.uranker_arch.ParallelBlock method) URanker (class in pyiqa.archs.uranker_arch) use_kernelized_func() (in module pyiqa.archs.qrealign.qrealign_compat) V validation() (pyiqa.models.base_model.BaseModel method) version (pyiqa.archs.brisque_arch.BRISQUE attribute) VGG (class in pyiqa.archs.stlpips_arch) vgg16 (class in pyiqa.archs.lpips_arch) vgg16() (in module pyiqa.archs.stlpips_arch) vggnet (class in pyiqa.archs.stlpips_arch) VIF (class in pyiqa.archs.vif_arch) vif() (pyiqa.archs.vif_arch.VIF method) vifsub_est_M() (pyiqa.archs.vif_arch.VIF method) VisionTransformer (class in pyiqa.archs.clip_model) VSI (class in pyiqa.archs.vsi_arch) vsi() (in module pyiqa.archs.vsi_arch) W WaDIQaM (class in pyiqa.archs.wadiqam_arch) WaDIQaMModel (class in pyiqa.models.wadiqam_model) weight_reduce_loss() (in module pyiqa.losses.loss_util) weighted_loss() (in module pyiqa.losses.loss_util) WeightedTVLoss (class in pyiqa.losses) (class in pyiqa.losses.losses) WEIGHTS (in module pyiqa.archs.qrealign_arch) window_partition() (in module pyiqa.archs.maniqa_swin) (in module pyiqa.archs.topiq_swin) window_reverse() (in module pyiqa.archs.maniqa_swin) (in module pyiqa.archs.topiq_swin) WindowAttention (class in pyiqa.archs.maniqa_swin) (class in pyiqa.archs.topiq_swin) with_pos_embed() (pyiqa.archs.tres_arch.TransformerEncoderLayer method) X xyz2lab() (in module pyiqa.utils.color_util) Y ycbcr2rgb() (in module pyiqa.utils) (in module pyiqa.utils.color_util)