├── .gitattributes ├── .gitignore ├── README.md ├── annotator ├── canny │ └── __init__.py ├── ckpts │ └── ckpts.txt ├── hed │ └── __init__.py ├── midas │ ├── __init__.py │ ├── api.py │ ├── midas │ │ ├── __init__.py │ │ ├── base_model.py │ │ ├── blocks.py │ │ ├── dpt_depth.py │ │ ├── midas_net.py │ │ ├── midas_net_custom.py │ │ ├── transforms.py │ │ └── vit.py │ └── utils.py ├── mlsd │ ├── __init__.py │ ├── models │ │ ├── mbv2_mlsd_large.py │ │ └── mbv2_mlsd_tiny.py │ └── utils.py ├── openpose │ ├── __init__.py │ ├── body.py │ ├── hand.py │ ├── model.py │ └── util.py ├── uniformer │ ├── __init__.py │ ├── configs │ │ └── _base_ │ │ │ ├── datasets │ │ │ ├── ade20k.py │ │ │ ├── chase_db1.py │ │ │ ├── cityscapes.py │ │ │ ├── cityscapes_769x769.py │ │ │ ├── drive.py │ │ │ ├── hrf.py │ │ │ ├── pascal_context.py │ │ │ ├── pascal_context_59.py │ │ │ ├── pascal_voc12.py │ │ │ ├── pascal_voc12_aug.py │ │ │ └── stare.py │ │ │ ├── default_runtime.py │ │ │ ├── models │ │ │ ├── ann_r50-d8.py │ │ │ ├── apcnet_r50-d8.py │ │ │ ├── ccnet_r50-d8.py │ │ │ ├── cgnet.py │ │ │ ├── danet_r50-d8.py │ │ │ ├── deeplabv3_r50-d8.py │ │ │ ├── deeplabv3_unet_s5-d16.py │ │ │ ├── deeplabv3plus_r50-d8.py │ │ │ ├── dmnet_r50-d8.py │ │ │ ├── dnl_r50-d8.py │ │ │ ├── emanet_r50-d8.py │ │ │ ├── encnet_r50-d8.py │ │ │ ├── fast_scnn.py │ │ │ ├── fcn_hr18.py │ │ │ ├── fcn_r50-d8.py │ │ │ ├── fcn_unet_s5-d16.py │ │ │ ├── fpn_r50.py │ │ │ ├── fpn_uniformer.py │ │ │ ├── gcnet_r50-d8.py │ │ │ ├── lraspp_m-v3-d8.py │ │ │ ├── nonlocal_r50-d8.py │ │ │ ├── ocrnet_hr18.py │ │ │ ├── ocrnet_r50-d8.py │ │ │ ├── pointrend_r50.py │ │ │ ├── psanet_r50-d8.py │ │ │ ├── pspnet_r50-d8.py │ │ │ ├── pspnet_unet_s5-d16.py │ │ │ ├── upernet_r50.py │ │ │ └── upernet_uniformer.py │ │ │ └── schedules │ │ │ ├── schedule_160k.py │ │ │ ├── schedule_20k.py │ │ │ ├── schedule_40k.py │ │ │ └── schedule_80k.py │ ├── exp │ │ └── upernet_global_small │ │ │ ├── config.py │ │ │ ├── run.sh │ │ │ ├── test.sh │ │ │ ├── test_config_g.py │ │ │ ├── test_config_h32.py │ │ │ └── test_config_w32.py │ ├── mmcv │ │ ├── __init__.py │ │ ├── arraymisc │ │ │ ├── __init__.py │ │ │ └── quantization.py │ │ ├── cnn │ │ │ ├── __init__.py │ │ │ ├── alexnet.py │ │ │ ├── bricks │ │ │ │ ├── __init__.py │ │ │ │ ├── activation.py │ │ │ │ ├── context_block.py │ │ │ │ ├── conv.py │ │ │ │ ├── conv2d_adaptive_padding.py │ │ │ │ ├── conv_module.py │ │ │ │ ├── conv_ws.py │ │ │ │ ├── depthwise_separable_conv_module.py │ │ │ │ ├── drop.py │ │ │ │ ├── generalized_attention.py │ │ │ │ ├── hsigmoid.py │ │ │ │ ├── hswish.py │ │ │ │ ├── non_local.py │ │ │ │ ├── norm.py │ │ │ │ ├── padding.py │ │ │ │ ├── plugin.py │ │ │ │ ├── registry.py │ │ │ │ ├── scale.py │ │ │ │ ├── swish.py │ │ │ │ ├── transformer.py │ │ │ │ ├── upsample.py │ │ │ │ └── wrappers.py │ │ │ ├── builder.py │ │ │ ├── resnet.py │ │ │ ├── utils │ │ │ │ ├── __init__.py │ │ │ │ ├── flops_counter.py │ │ │ │ ├── fuse_conv_bn.py │ │ │ │ ├── sync_bn.py │ │ │ │ └── weight_init.py │ │ │ └── vgg.py │ │ ├── engine │ │ │ ├── __init__.py │ │ │ └── test.py │ │ ├── fileio │ │ │ ├── __init__.py │ │ │ ├── file_client.py │ │ │ ├── handlers │ │ │ │ ├── __init__.py │ │ │ │ ├── base.py │ │ │ │ ├── json_handler.py │ │ │ │ ├── pickle_handler.py │ │ │ │ └── yaml_handler.py │ │ │ ├── io.py │ │ │ └── parse.py │ │ ├── image │ │ │ ├── __init__.py │ │ │ ├── colorspace.py │ │ │ ├── geometric.py │ │ │ ├── io.py │ │ │ ├── misc.py │ │ │ └── photometric.py │ │ ├── model_zoo │ │ │ ├── deprecated.json │ │ │ ├── mmcls.json │ │ │ └── open_mmlab.json │ │ ├── ops │ │ │ ├── __init__.py │ │ │ ├── assign_score_withk.py │ │ │ ├── ball_query.py │ │ │ ├── bbox.py │ │ │ ├── border_align.py │ │ │ ├── box_iou_rotated.py │ │ │ ├── carafe.py │ │ │ ├── cc_attention.py │ │ │ ├── contour_expand.py │ │ │ ├── corner_pool.py │ │ │ ├── correlation.py │ │ │ ├── deform_conv.py │ │ │ ├── deform_roi_pool.py │ │ │ ├── deprecated_wrappers.py │ │ │ ├── focal_loss.py │ │ │ ├── furthest_point_sample.py │ │ │ ├── fused_bias_leakyrelu.py │ │ │ ├── gather_points.py │ │ │ ├── group_points.py │ │ │ ├── info.py │ │ │ ├── iou3d.py │ │ │ ├── knn.py │ │ │ ├── masked_conv.py │ │ │ ├── merge_cells.py │ │ │ ├── modulated_deform_conv.py │ │ │ ├── multi_scale_deform_attn.py │ │ │ ├── nms.py │ │ │ ├── pixel_group.py │ │ │ ├── point_sample.py │ │ │ ├── points_in_boxes.py │ │ │ ├── points_sampler.py │ │ │ ├── psa_mask.py │ │ │ ├── roi_align.py │ │ │ ├── roi_align_rotated.py │ │ │ ├── roi_pool.py │ │ │ ├── roiaware_pool3d.py │ │ │ ├── roipoint_pool3d.py │ │ │ ├── saconv.py │ │ │ ├── scatter_points.py │ │ │ ├── sync_bn.py │ │ │ ├── three_interpolate.py │ │ │ ├── three_nn.py │ │ │ ├── tin_shift.py │ │ │ ├── upfirdn2d.py │ │ │ └── voxelize.py │ │ ├── parallel │ │ │ ├── __init__.py │ │ │ ├── _functions.py │ │ │ ├── collate.py │ │ │ ├── data_container.py │ │ │ ├── data_parallel.py │ │ │ ├── distributed.py │ │ │ ├── distributed_deprecated.py │ │ │ ├── registry.py │ │ │ ├── scatter_gather.py │ │ │ └── utils.py │ │ ├── runner │ │ │ ├── __init__.py │ │ │ ├── base_module.py │ │ │ ├── base_runner.py │ │ │ ├── builder.py │ │ │ ├── checkpoint.py │ │ │ ├── default_constructor.py │ │ │ ├── dist_utils.py │ │ │ ├── epoch_based_runner.py │ │ │ ├── fp16_utils.py │ │ │ ├── hooks │ │ │ │ ├── __init__.py │ │ │ │ ├── checkpoint.py │ │ │ │ ├── closure.py │ │ │ │ ├── ema.py │ │ │ │ ├── evaluation.py │ │ │ │ ├── hook.py │ │ │ │ ├── iter_timer.py │ │ │ │ ├── logger │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── base.py │ │ │ │ │ ├── dvclive.py │ │ │ │ │ ├── mlflow.py │ │ │ │ │ ├── neptune.py │ │ │ │ │ ├── pavi.py │ │ │ │ │ ├── tensorboard.py │ │ │ │ │ ├── text.py │ │ │ │ │ └── wandb.py │ │ │ │ ├── lr_updater.py │ │ │ │ ├── memory.py │ │ │ │ ├── momentum_updater.py │ │ │ │ ├── optimizer.py │ │ │ │ ├── profiler.py │ │ │ │ ├── sampler_seed.py │ │ │ │ └── sync_buffer.py │ │ │ ├── iter_based_runner.py │ │ │ ├── log_buffer.py │ │ │ ├── optimizer │ │ │ │ ├── __init__.py │ │ │ │ ├── builder.py │ │ │ │ └── default_constructor.py │ │ │ ├── priority.py │ │ │ └── utils.py │ │ ├── utils │ │ │ ├── __init__.py │ │ │ ├── config.py │ │ │ ├── env.py │ │ │ ├── ext_loader.py │ │ │ ├── logging.py │ │ │ ├── misc.py │ │ │ ├── parrots_jit.py │ │ │ ├── parrots_wrapper.py │ │ │ ├── path.py │ │ │ ├── progressbar.py │ │ │ ├── registry.py │ │ │ ├── testing.py │ │ │ ├── timer.py │ │ │ ├── trace.py │ │ │ └── version_utils.py │ │ ├── version.py │ │ ├── video │ │ │ ├── __init__.py │ │ │ ├── io.py │ │ │ ├── optflow.py │ │ │ └── processing.py │ │ └── visualization │ │ │ ├── __init__.py │ │ │ ├── color.py │ │ │ ├── image.py │ │ │ └── optflow.py │ ├── mmcv_custom │ │ ├── __init__.py │ │ └── checkpoint.py │ └── mmseg │ │ ├── apis │ │ ├── __init__.py │ │ ├── inference.py │ │ ├── test.py │ │ └── train.py │ │ ├── core │ │ ├── __init__.py │ │ ├── evaluation │ │ │ ├── __init__.py │ │ │ ├── class_names.py │ │ │ ├── eval_hooks.py │ │ │ └── metrics.py │ │ ├── seg │ │ │ ├── __init__.py │ │ │ ├── builder.py │ │ │ └── sampler │ │ │ │ ├── __init__.py │ │ │ │ ├── base_pixel_sampler.py │ │ │ │ └── ohem_pixel_sampler.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ └── misc.py │ │ ├── datasets │ │ ├── __init__.py │ │ ├── ade.py │ │ ├── builder.py │ │ ├── chase_db1.py │ │ ├── cityscapes.py │ │ ├── custom.py │ │ ├── dataset_wrappers.py │ │ ├── drive.py │ │ ├── hrf.py │ │ ├── pascal_context.py │ │ ├── pipelines │ │ │ ├── __init__.py │ │ │ ├── compose.py │ │ │ ├── formating.py │ │ │ ├── loading.py │ │ │ ├── test_time_aug.py │ │ │ └── transforms.py │ │ ├── stare.py │ │ └── voc.py │ │ ├── models │ │ ├── __init__.py │ │ ├── backbones │ │ │ ├── __init__.py │ │ │ ├── cgnet.py │ │ │ ├── fast_scnn.py │ │ │ ├── hrnet.py │ │ │ ├── mobilenet_v2.py │ │ │ ├── mobilenet_v3.py │ │ │ ├── resnest.py │ │ │ ├── resnet.py │ │ │ ├── resnext.py │ │ │ ├── unet.py │ │ │ ├── uniformer.py │ │ │ └── vit.py │ │ ├── builder.py │ │ ├── decode_heads │ │ │ ├── __init__.py │ │ │ ├── ann_head.py │ │ │ ├── apc_head.py │ │ │ ├── aspp_head.py │ │ │ ├── cascade_decode_head.py │ │ │ ├── cc_head.py │ │ │ ├── da_head.py │ │ │ ├── decode_head.py │ │ │ ├── dm_head.py │ │ │ ├── dnl_head.py │ │ │ ├── ema_head.py │ │ │ ├── enc_head.py │ │ │ ├── fcn_head.py │ │ │ ├── fpn_head.py │ │ │ ├── gc_head.py │ │ │ ├── lraspp_head.py │ │ │ ├── nl_head.py │ │ │ ├── ocr_head.py │ │ │ ├── point_head.py │ │ │ ├── psa_head.py │ │ │ ├── psp_head.py │ │ │ ├── sep_aspp_head.py │ │ │ ├── sep_fcn_head.py │ │ │ └── uper_head.py │ │ ├── losses │ │ │ ├── __init__.py │ │ │ ├── accuracy.py │ │ │ ├── cross_entropy_loss.py │ │ │ ├── dice_loss.py │ │ │ ├── lovasz_loss.py │ │ │ └── utils.py │ │ ├── necks │ │ │ ├── __init__.py │ │ │ ├── fpn.py │ │ │ └── multilevel_neck.py │ │ ├── segmentors │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── cascade_encoder_decoder.py │ │ │ └── encoder_decoder.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── drop.py │ │ │ ├── inverted_residual.py │ │ │ ├── make_divisible.py │ │ │ ├── res_layer.py │ │ │ ├── se_layer.py │ │ │ ├── self_attention_block.py │ │ │ ├── up_conv_block.py │ │ │ └── weight_init.py │ │ ├── ops │ │ ├── __init__.py │ │ ├── encoding.py │ │ └── wrappers.py │ │ └── utils │ │ ├── __init__.py │ │ ├── collect_env.py │ │ └── logger.py └── util.py ├── dataloaders.py ├── eval_PIC.py ├── eval_PICS.py ├── generate_sketches.py ├── models_compressai.py ├── models_ntc └── .gitignore ├── plots ├── CLIP.pdf ├── CLIP_CLIC.pdf ├── CLIP_DIV2K.pdf ├── FID.pdf ├── FID_CLIC.pdf ├── FID_DIV2K.pdf ├── KID.pdf ├── KID_CLIC.pdf └── KID_DIV2K.pdf ├── prompt_inversion ├── __init__.py ├── open_clip │ ├── __init__.py │ ├── bpe_simple_vocab_16e6.txt.gz │ ├── constants.py │ ├── factory.py │ ├── hf_configs.py │ ├── hf_model.py │ ├── loss.py │ ├── model.py │ ├── model_configs │ │ ├── RN101-quickgelu.json │ │ ├── RN101.json │ │ ├── RN50-quickgelu.json │ │ ├── RN50.json │ │ ├── RN50x16.json │ │ ├── RN50x4.json │ │ ├── RN50x64.json │ │ ├── ViT-B-16-plus-240.json │ │ ├── ViT-B-16-plus.json │ │ ├── ViT-B-16.json │ │ ├── ViT-B-32-plus-256.json │ │ ├── ViT-B-32-quickgelu.json │ │ ├── ViT-B-32.json │ │ ├── ViT-H-14.json │ │ ├── ViT-H-16.json │ │ ├── ViT-L-14-280.json │ │ ├── ViT-L-14-336.json │ │ ├── ViT-L-14.json │ │ ├── ViT-L-16-320.json │ │ ├── ViT-L-16.json │ │ ├── ViT-M-16-alt.json │ │ ├── ViT-M-16.json │ │ ├── ViT-M-32-alt.json │ │ ├── ViT-M-32.json │ │ ├── ViT-S-16-alt.json │ │ ├── ViT-S-16.json │ │ ├── ViT-S-32-alt.json │ │ ├── ViT-S-32.json │ │ ├── ViT-bigG-14.json │ │ ├── ViT-e-14.json │ │ ├── ViT-g-14.json │ │ ├── mt5-base-ViT-B-32.json │ │ ├── mt5-xl-ViT-H-14.json │ │ ├── roberta-ViT-B-32.json │ │ ├── timm-convnext_base.json │ │ ├── timm-convnext_base_w.json │ │ ├── timm-convnext_large.json │ │ ├── timm-convnext_small.json │ │ ├── timm-convnext_tiny.json │ │ ├── timm-convnext_xlarge.json │ │ ├── timm-convnext_xxlarge.json │ │ ├── timm-convnext_xxlarge_320.json │ │ ├── timm-efficientnetv2_rw_s.json │ │ ├── timm-resnetaa50d.json │ │ ├── timm-swin_base_patch4_window7_224.json │ │ ├── timm-vit_medium_patch16_gap_256.json │ │ 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