├── .idea ├── INP-Former.iml ├── inspectionProfiles │ ├── Project_Default.xml │ └── profiles_settings.xml └── modules.xml ├── INP_Former_Few_Shot.py ├── INP_Former_Multi_Class.py ├── INP_Former_Single_Class.py ├── INP_Former_Super_Multi_Class.py ├── INP_Former_Zero_Shot.py ├── LICENSE ├── README.md ├── Zero_Shot_App.py ├── assets ├── app.png ├── cvpr25_poster_INP.png ├── few-shot-1.png ├── few-shot-2.png ├── few-shot-4.png ├── framework.png ├── img.png ├── img2.png ├── multi-class-fig.png ├── multi-class-tab.png ├── single-class-tab.png ├── super-multi-class.png ├── zero-shot-fig.png └── zero-shot-tab.png ├── aug_funcs.py ├── beit ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-38.pyc │ └── vision_transformer.cpython-38.pyc └── vision_transformer.py ├── convert_onnx.py ├── dataset.py ├── dinov1 ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-38.pyc │ ├── utils.cpython-38.pyc │ └── vision_transformer.cpython-38.pyc ├── utils.py └── vision_transformer.py ├── dinov2 ├── __init__.py ├── __pycache__ │ └── __init__.cpython-38.pyc ├── configs │ ├── __init__.py │ ├── eval │ │ ├── vitb14_pretrain.yaml │ │ ├── vitb14_reg4_pretrain.yaml │ │ ├── vitg14_pretrain.yaml │ │ ├── vitg14_reg4_pretrain.yaml │ │ ├── vitl14_pretrain.yaml │ │ ├── vitl14_reg4_pretrain.yaml │ │ ├── vits14_pretrain.yaml │ │ └── vits14_reg4_pretrain.yaml │ ├── ssl_default_config.yaml │ └── train │ │ ├── vitg14.yaml │ │ ├── vitl14.yaml │ │ └── vitl16_short.yaml ├── data │ ├── __init__.py │ ├── adapters.py │ ├── augmentations.py │ ├── collate.py │ ├── datasets │ │ ├── __init__.py │ │ ├── decoders.py │ │ ├── extended.py │ │ ├── image_net.py │ │ └── image_net_22k.py │ ├── loaders.py │ ├── masking.py │ ├── samplers.py │ └── transforms.py ├── distributed │ └── __init__.py ├── eval │ ├── __init__.py │ ├── depth │ │ ├── __init__.py │ │ ├── models │ │ │ ├── __init__.py │ │ │ ├── backbones │ │ │ │ ├── __init__.py │ │ │ │ └── vision_transformer.py │ │ │ ├── builder.py │ │ │ ├── decode_heads │ │ │ │ ├── __init__.py │ │ │ │ ├── decode_head.py │ │ │ │ ├── dpt_head.py │ │ │ │ └── linear_head.py │ │ │ ├── depther │ │ │ │ ├── __init__.py │ │ │ │ ├── base.py │ │ │ │ └── encoder_decoder.py │ │ │ └── losses │ │ │ │ ├── __init__.py │ │ │ │ ├── gradientloss.py │ │ │ │ └── sigloss.py │ │ └── ops │ │ │ ├── __init__.py │ │ │ └── wrappers.py │ ├── knn.py │ ├── linear.py │ ├── log_regression.py │ ├── metrics.py │ ├── segmentation │ │ ├── __init__.py │ │ ├── hooks │ │ │ ├── __init__.py │ │ │ └── optimizer.py │ │ ├── models │ │ │ ├── __init__.py │ │ │ ├── backbones │ │ │ │ ├── __init__.py │ │ │ │ └── vision_transformer.py │ │ │ └── decode_heads │ │ │ │ ├── __init__.py │ │ │ │ └── linear_head.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ └── colormaps.py │ ├── segmentation_m2f │ │ ├── __init__.py │ │ ├── core │ │ │ ├── __init__.py │ │ │ ├── anchor │ │ │ │ ├── __init__.py │ │ │ │ ├── builder.py │ │ │ │ └── point_generator.py │ │ │ ├── box │ │ │ │ ├── __init__.py │ │ │ │ ├── builder.py │ │ │ │ └── samplers │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── base_sampler.py │ │ │ │ │ ├── mask_pseudo_sampler.py │ │ │ │ │ ├── mask_sampling_result.py │ │ │ │ │ └── sampling_result.py │ │ │ └── utils │ │ │ │ ├── __init__.py │ │ │ │ ├── dist_utils.py │ │ │ │ └── misc.py │ │ ├── models │ │ │ ├── __init__.py │ │ │ ├── backbones │ │ │ │ ├── __init__.py │ │ │ │ ├── adapter_modules.py │ │ │ │ ├── drop_path.py │ │ │ │ ├── vit.py │ │ │ │ └── vit_adapter.py │ │ │ ├── builder.py │ │ │ ├── decode_heads │ │ │ │ ├── __init__.py │ │ │ │ └── mask2former_head.py │ │ │ ├── losses │ │ │ │ ├── __init__.py │ │ │ │ ├── cross_entropy_loss.py │ │ │ │ ├── dice_loss.py │ │ │ │ └── match_costs.py │ │ │ ├── plugins │ │ │ │ ├── __init__.py │ │ │ │ └── msdeformattn_pixel_decoder.py │ │ │ ├── segmentors │ │ │ │ ├── __init__.py │ │ │ │ └── encoder_decoder_mask2former.py │ │ │ └── utils │ │ │ │ ├── __init__.py │ │ │ │ ├── assigner.py │ │ │ │ ├── point_sample.py │ │ │ │ ├── positional_encoding.py │ │ │ │ └── transformer.py │ │ └── ops │ │ │ └── modules │ │ │ ├── __init__.py │ │ │ └── ms_deform_attn.py │ ├── setup.py │ └── utils.py ├── fsdp │ └── __init__.py ├── hub │ ├── __init__.py │ ├── backbones.py │ ├── classifiers.py │ ├── depth │ │ ├── __init__.py │ │ ├── decode_heads.py │ │ ├── encoder_decoder.py │ │ └── ops.py │ ├── depthers.py │ └── utils.py ├── layers │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-38.pyc │ │ ├── attention.cpython-38.pyc │ │ ├── block.cpython-38.pyc │ │ ├── dino_head.cpython-38.pyc │ │ ├── drop_path.cpython-38.pyc │ │ ├── layer_scale.cpython-38.pyc │ │ ├── mlp.cpython-38.pyc │ │ ├── patch_embed.cpython-38.pyc │ │ └── swiglu_ffn.cpython-38.pyc │ ├── attention.py │ ├── block.py │ ├── dino_head.py │ ├── drop_path.py │ ├── layer_scale.py │ ├── mlp.py │ ├── patch_embed.py │ └── swiglu_ffn.py ├── logging │ ├── __init__.py │ └── helpers.py ├── loss │ ├── __init__.py │ ├── dino_clstoken_loss.py │ ├── ibot_patch_loss.py │ └── koleo_loss.py ├── models │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-38.pyc │ │ └── vision_transformer.cpython-38.pyc │ └── vision_transformer.py ├── run │ ├── __init__.py │ ├── eval │ │ ├── knn.py │ │ ├── linear.py │ │ └── log_regression.py │ ├── submit.py │ └── train │ │ └── train.py ├── train │ ├── __init__.py │ ├── ssl_meta_arch.py │ └── train.py └── utils │ ├── __init__.py │ ├── cluster.py │ ├── config.py │ ├── dtype.py │ ├── param_groups.py │ └── utils.py ├── flops_profiler ├── __init__.py ├── __version__.py └── profiler.py ├── inference_onnx.py ├── models ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-38.pyc │ ├── uad.cpython-38.pyc │ ├── vision_transformer.cpython-38.pyc │ └── vit_encoder.cpython-38.pyc ├── uad.py ├── vision_transformer.py └── vit_encoder.py ├── optimizers ├── StableAdamW.py ├── __init__.py └── __pycache__ │ ├── StableAdamW.cpython-38.pyc │ └── __init__.cpython-38.pyc ├── requirements.txt ├── saved_results ├── INP-Former-Few-Shot-1_dataset=Real-IAD_Encoder=dinov2reg_vit_base_14_Resize=448_Crop=392_INP_num=6 │ └── log.txt.txt ├── INP-Former-Few-Shot-1_dataset=VisA_Encoder=dinov2reg_vit_base_14_Resize=448_Crop=392_INP_num=6 │ └── log.txt.txt ├── INP-Former-Few-Shot-2_dataset=MVTec-AD_Encoder=dinov2reg_vit_base_14_Resize=448_Crop=392_INP_num=6 │ └── log.txt.txt ├── INP-Former-Few-Shot-2_dataset=Real-IAD_Encoder=dinov2reg_vit_base_14_Resize=448_Crop=392_INP_num=6 │ └── log.txt.txt ├── INP-Former-Few-Shot-2_dataset=VisA_Encoder=dinov2reg_vit_base_14_Resize=448_Crop=392_INP_num=6 │ └── log.txt.txt ├── INP-Former-Few-Shot-4_dataset=MVTec-AD_Encoder=dinov2reg_vit_base_14_Resize=448_Crop=392_INP_num=6 │ └── log.txt.txt ├── INP-Former-Few-Shot-4_dataset=Real-IAD_Encoder=dinov2reg_vit_base_14_Resize=448_Crop=392_INP_num=6 │ └── log.txt.txt ├── INP-Former-Few-Shot-4_dataset=VisA_Encoder=dinov2reg_vit_base_14_Resize=448_Crop=392_INP_num=6 │ └── log.txt.txt ├── INP-Former-Multi-Class_dataset=MVTec-AD_Encoder=dinov2reg_vit_base_14_Resize=448_Crop=392_INP_num=6 │ └── log.txt.txt ├── INP-Former-Multi-Class_dataset=Real-IAD_Encoder=dinov2reg_vit_base_14_Resize=448_Crop=392_INP_num=6 │ └── log.txt.txt ├── INP-Former-Multi-Class_dataset=VisA_Encoder=dinov2reg_vit_base_14_Resize=448_Crop=392_INP_num=6 │ └── log.txt.txt ├── INP-Former-Single-Class_dataset=MVTec-AD_Encoder=dinov2reg_vit_base_14_Resize=448_Crop=392_INP_num=6 │ └── log.txt.txt ├── INP-Former-Single-Class_dataset=Real-IAD_Encoder=dinov2reg_vit_base_14_Resize=448_Crop=392_INP_num=6 │ └── log.txt.txt ├── INP-Former-Single-Class_dataset=VisA_Encoder=dinov2reg_vit_base_14_Resize=448_Crop=392_INP_num=6 │ └── log.txt.txt ├── INP-Former-Super-Multi-Class_Encoder=dinov2reg_vit_base_14_Resize=448_Crop=392_INP_num=6 │ └── log.txt.txt └── INP-Former-Zero-Shot_Source=Real-IAD_Target=MVTec-AD │ └── log.txt.txt └── utils.py /.idea/INP-Former.iml: 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-------------------------------------------------------------------------------- /saved_results/INP-Former-Super-Multi-Class_Encoder=dinov2reg_vit_base_14_Resize=448_Crop=392_INP_num=6/log.txt.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /saved_results/INP-Former-Zero-Shot_Source=Real-IAD_Target=MVTec-AD/log.txt.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luow23/INP-Former/HEAD/utils.py --------------------------------------------------------------------------------