├── .gitignore ├── README.md ├── concept_attention ├── __init__.py ├── binary_segmentation_baselines │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-310.pyc │ │ ├── chefer_clip_vit_baselines.cpython-310.pyc │ │ ├── clip_text_span_baseline.cpython-310.pyc │ │ ├── daam.cpython-310.pyc │ │ ├── daam_sd2.cpython-310.pyc │ │ ├── daam_sdxl.cpython-310.pyc │ │ ├── dino.cpython-310.pyc │ │ ├── raw_cross_attention.cpython-310.pyc │ │ ├── raw_output_space.cpython-310.pyc │ │ └── raw_value_space.cpython-310.pyc │ ├── chefer_clip_vit_baselines.py │ ├── chefer_vit_explainability │ │ ├── ViT_LRP.py │ │ ├── ViT_explanation_generator.py │ │ ├── ViT_new.py │ │ ├── ViT_orig_LRP.py │ │ ├── __pycache__ │ │ │ ├── ViT_LRP.cpython-310.pyc │ │ │ ├── ViT_explanation_generator.cpython-310.pyc │ │ │ ├── ViT_new.cpython-310.pyc │ │ │ ├── ViT_orig_LRP.cpython-310.pyc │ │ │ ├── helpers.cpython-310.pyc │ │ │ ├── layer_helpers.cpython-310.pyc │ │ │ └── weight_init.cpython-310.pyc │ │ ├── data │ │ │ ├── VOC.py │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── Imagenet.cpython-310.pyc │ │ │ │ ├── VOC.cpython-310.pyc │ │ │ │ ├── __init__.cpython-310.pyc │ │ │ │ └── imagenet.cpython-310.pyc │ │ │ ├── imagenet.py │ │ │ ├── imagenet_utils.py │ │ │ └── transforms.py │ │ ├── generate_visualizations.py │ │ ├── helpers.py │ │ ├── layer_helpers.py │ │ ├── misc_functions.py │ │ ├── modules │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-310.pyc │ │ │ │ ├── layers_lrp.cpython-310.pyc │ │ │ │ └── layers_ours.cpython-310.pyc │ │ │ ├── layers_lrp.py │ │ │ └── layers_ours.py │ │ ├── pertubation_eval_from_hdf5.py │ │ ├── utils │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-310.pyc │ │ │ │ ├── confusionmatrix.cpython-310.pyc │ │ │ │ ├── iou.cpython-310.pyc │ │ │ │ ├── metric.cpython-310.pyc │ │ │ │ ├── metrices.cpython-310.pyc │ │ │ │ ├── render.cpython-310.pyc │ │ │ │ └── saver.cpython-310.pyc │ │ │ ├── confusionmatrix.py │ │ │ ├── iou.py │ │ │ ├── metric.py │ │ │ ├── metrices.py │ │ │ ├── parallel.py │ │ │ ├── render.py │ │ │ ├── saver.py │ │ │ └── summaries.py │ │ └── weight_init.py │ ├── clip_text_span │ │ ├── .gitignore │ │ ├── LICENSE.txt │ │ ├── README.md │ │ ├── __init__.py │ │ ├── compute_ablations.py │ │ ├── compute_complete_text_set.py │ │ ├── compute_prs.py │ │ ├── compute_segmentations.py │ │ ├── compute_text_projection.py │ │ ├── compute_text_set_projection.py │ │ ├── compute_use_specific_heads.py │ │ ├── demo.ipynb │ │ ├── environment.yml │ │ ├── nns.ipynb │ │ ├── output_dir │ │ │ └── binary_waterbirds_labels.npy │ │ ├── prs_hook.py │ │ ├── text_descriptions │ │ │ ├── google_3498_english.txt │ │ │ └── image_descriptions_general.txt │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── binary_waterbirds.py │ │ │ ├── constants.py │ │ │ ├── cub_classes.py │ │ │ ├── factory.py │ │ │ ├── hook.py │ │ │ ├── imagenet_classes.py │ │ │ ├── imagenet_segmentation.py │ │ │ ├── misc.py │ │ │ ├── model.py │ │ │ ├── model_configs │ │ │ ├── EVA01-g-14-plus.json │ │ │ ├── EVA01-g-14.json │ │ │ ├── EVA02-B-16.json │ │ │ ├── EVA02-E-14-plus.json │ │ │ ├── EVA02-E-14.json │ │ │ ├── EVA02-L-14-336.json │ │ │ ├── EVA02-L-14.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 │ │ │ ├── coca_ViT-B-32.json │ │ │ ├── coca_ViT-L-14.json │ │ │ ├── coca_base.json │ │ │ ├── coca_roberta-ViT-B-32.json │ │ │ ├── mt5-base-ViT-B-32.json │ │ │ ├── mt5-xl-ViT-H-14.json │ │ │ ├── roberta-ViT-B-32.json │ │ │ ├── swin_base_patch4_window7_224.json │ │ │ ├── vit_medium_patch16_gap_256.json │ │ │ ├── vit_relpos_medium_patch16_cls_224.json │ │ │ ├── xlm-roberta-base-ViT-B-32.json │ │ │ └── xlm-roberta-large-ViT-H-14.json │ │ │ ├── modified_resnet.py │ │ │ ├── openai_models.py │ │ │ ├── openai_templates.py │ │ │ ├── pretrained.py │ │ │ ├── segmentation_utils.py │ │ │ ├── timm_model.py │ │ │ ├── tokenizer.py │ │ │ ├── transform.py │ │ │ ├── transformer.py │ │ │ ├── visualization.py │ │ │ └── vocab │ │ │ └── bpe_simple_vocab_16e6.txt.gz │ ├── clip_text_span_baseline.py │ ├── daam_flux.py │ ├── daam_sd2.py │ ├── daam_sdxl.py │ ├── dino.py │ ├── dino_src │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ ├── utils.cpython-310.pyc │ │ │ └── vision_transformer.cpython-310.pyc │ │ ├── utils.py │ │ ├── vision_transformer.py │ │ └── visualize_dino_attention.py │ ├── raw_cross_attention.py │ ├── raw_output_space.py │ └── raw_value_space.py ├── concept_attention_pipeline.py ├── concept_encoding.py ├── diffusers │ └── flux │ │ ├── __init__.py │ │ ├── flux_dit_block_with_concept_attention.py │ │ ├── flux_dit_with_concept_attention.py │ │ └── flux_with_concept_attention_pipeline.py ├── flux │ ├── LICENSE │ ├── README.md │ ├── assets │ │ ├── dev_grid.jpg │ │ ├── grid.jpg │ │ └── schnell_grid.jpg │ ├── demo_gr.py │ ├── demo_st.py │ ├── model_cards │ │ ├── FLUX.1-dev.md │ │ └── FLUX.1-schnell.md │ ├── model_licenses │ │ ├── LICENSE-FLUX1-dev │ │ └── LICENSE-FLUX1-schnell │ ├── pyproject.toml │ ├── setup.py │ └── src │ │ ├── flux.egg-info │ │ ├── PKG-INFO │ │ ├── SOURCES.txt │ │ ├── dependency_links.txt │ │ ├── entry_points.txt │ │ ├── requires.txt │ │ └── top_level.txt │ │ └── flux │ │ ├── __init__.py │ │ ├── __main__.py │ │ ├── _version.py │ │ ├── api.py │ │ ├── cli.py │ │ ├── math.py │ │ ├── model.py │ │ ├── modules │ │ ├── autoencoder.py │ │ ├── conditioner.py │ │ └── layers.py │ │ ├── sampling.py │ │ └── util.py ├── image_generator.py ├── modified_double_stream_block.py ├── modified_flux_dit.py ├── modified_single_stream_block.py ├── plotting.py ├── sd3 │ ├── __init__.py │ ├── custom_mmdit.py │ ├── pipeline.py │ └── sd3.py ├── segmentation.py ├── utils.py └── video │ ├── __init__.py │ └── video_utils.py ├── dragon_image.png ├── example_encoded_image.py ├── example_generated_image.py ├── experiments ├── all_method_segmentation_qualitative_comparison │ ├── combined_figure.py │ └── compare_each_method.py ├── imagenet_segmentation │ ├── data │ │ └── imagenet_class_map.json │ ├── data_processing.py │ ├── run_chefer_baselines.sh │ ├── run_cross_self_ablation.sh │ ├── run_daam_sd2.sh │ ├── run_daam_sdxl.sh │ ├── run_dino.sh │ ├── run_downscale_test.sh │ ├── run_experiment.py │ ├── run_raw_space_ablation.sh │ └── run_text_span.sh ├── pascal_voc_segmentation │ ├── multi_class_segmentation.py │ ├── run_chefer_baselines.sh │ ├── run_concept_attention.sh │ ├── run_concept_attention_cross_attention.sh │ ├── run_cross_attention_multi_class.sh │ ├── run_daam_multi_class.sh │ ├── run_daam_sd2.sh │ ├── run_daam_sdxl.sh │ ├── run_dino.sh │ ├── run_multi_class_seg_experiment.py │ ├── run_single_class_split_experiment.py │ ├── run_text_span.sh │ └── run_text_span_multi_class.sh ├── per_layer_segmentation │ ├── plot_segmentations_per_layer.py │ └── test_segmentations_per_layer.py ├── per_timestep_segmentation │ ├── plot_segmentations_per_time.py │ └── test_segmentations_per_time.py ├── qualitative_baseline_comparison │ ├── generate_concept_grid.py │ ├── generate_image.py │ ├── plot_daam_cross_attention.py │ ├── plot_flux_concept_attention.py │ ├── plot_flux_cross_attention.py │ └── plot_text_span.py ├── test_sd3_concept_attention │ └── encode_image_with_sd3.py └── video_model │ ├── cogvideox │ ├── modified_attention_layer.py │ ├── modified_dit.py │ ├── pipeline.py │ └── test_load_cogvideo.py │ └── results │ └── output.mp4 ├── images ├── 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