├── .gitignore ├── CODE_OF_CONDUCT.md ├── LICENSE ├── README.md ├── SECURITY.md ├── SUPPORT.md ├── __init__.py ├── assets ├── readmes │ ├── DATASET.md │ ├── EVAL.md │ ├── INFERENCE.md │ ├── INSTALL.md │ └── TRAIN.md ├── requirements │ ├── requirements.txt │ └── requirements_custom.txt └── scripts │ └── run_demo.sh ├── configs ├── seem │ ├── davitd3_unicl_lang_v1.yaml │ ├── davitd5_unicl_lang_v1.yaml │ ├── focall_unicl_lang_demo.yaml │ ├── focall_unicl_lang_v0.yaml │ ├── focall_unicl_lang_v1.yaml │ ├── focalt_unicl_lang_demo.yaml │ ├── focalt_unicl_lang_v0.yaml │ ├── focalt_unicl_lang_v1.yaml │ ├── samvitb_unicl_lang_v1.yaml │ └── samvitl_unicl_lang_v1.yaml └── xdecoder │ ├── davitd3_unicl_lang.yaml │ ├── davitd5_unicl_lang.yaml │ ├── focall_unicl_lang.yaml │ ├── focalt_unicl_lang.yaml │ ├── xdecoder_focall_lang.yaml │ └── xdecoder_focalt_lang.yaml ├── datasets ├── __init__.py ├── build.py ├── dataset_mappers │ ├── __init__.py │ ├── bdd_semseg_dataset_mapper.py │ ├── coco_instance_new_baseline_dataset_mapper.py │ ├── coco_panoptic_interactive_dataset_mapper.py │ ├── coco_panoptic_new_baseline_dataset_mapper.py │ ├── imagenet_dataset_mapper.py │ ├── mask_former_instance_dataset_mapper.py │ ├── mask_former_panoptic_dataset_mapper.py │ ├── mask_former_semantic_dataset_mapper.py │ ├── pascalvoc_dataset_mapper_ix.py │ ├── refcoco_dataset_mapper.py │ ├── scannet_dataset_mapper.py │ ├── scannet_pano_dataset_mapper.py │ ├── sunrgbd_dataset_mapper.py │ └── vlp_dataset_mapper.py ├── evaluation │ ├── __init__.py │ ├── captioning_evaluation.py │ ├── classification_evaluation.py │ ├── grounding_evaluation.py │ ├── instance_evaluation.py │ ├── interactive_evaluation.py │ ├── panoptic_evaluation.py │ ├── retrieval_evaluation.py │ └── segmentation_evaluation.py ├── refer.py ├── registration │ ├── __init__.py │ ├── register_ade20k_full.py │ ├── register_ade20k_instance.py │ ├── register_ade20k_panoptic.py │ ├── register_bdd100k_panoseg.py │ ├── register_bdd100k_semseg.py │ ├── register_coco_lvis_panoptic_annos_caption_grounding.py │ ├── register_coco_panoptic_annos_caption.py │ ├── register_coco_panoptic_annos_caption_grounding.py │ ├── register_coco_panoptic_annos_semseg.py │ ├── register_coco_stuff_10k.py │ ├── register_imagenet_cls.py │ ├── register_pascalvoc_eval.py │ ├── register_refcoco_dataset.py │ ├── register_scannet_panoptic.py │ ├── register_scannet_semseg.py │ ├── register_sunrgbd_semseg.py │ └── register_vlp_datasets.py ├── semseg_loader.py ├── utils │ ├── refcoco2json.py │ └── refer.py └── visual_sampler │ ├── __init__.py │ ├── circle.py │ ├── mask_generators.py │ ├── point.py │ ├── polygon.py │ ├── sampler.py │ ├── scribble.py │ └── simpleclick_sampler.py ├── demo ├── __init__.py └── seem │ ├── __init__.py │ ├── app.py │ ├── examples │ ├── corgi1.webp │ ├── corgi2.jpg │ ├── fries1.png │ ├── fries2.png │ ├── minecraft1.jpg │ ├── placeholder.png │ ├── ref_vase.JPG │ ├── river1.png │ ├── river1.wav │ ├── river1_mask.png │ ├── river2.png │ ├── vasedeck.mp4 │ ├── zebras1.jpg │ └── zebras2.jpg │ └── tasks │ ├── __init__.py │ └── interactive.py ├── entry.py ├── inference ├── __init__.py ├── images │ ├── animals.png │ ├── apples.jpg │ ├── coco │ │ ├── 000.jpg │ │ ├── 001.jpg │ │ ├── 002.jpg │ │ └── 003.jpg │ ├── fruit.jpg │ ├── landscape.jpg │ ├── mountain.jpeg │ ├── owls.jpeg │ ├── penguin.jpeg │ ├── region_retrieval.png │ ├── rose.webp │ ├── street.jpg │ └── teaser_new.png └── xdecoder │ ├── infer_captioning.py │ ├── infer_instseg.py │ ├── infer_panoseg.py │ ├── infer_refseg.py │ ├── infer_region_retrieval.py │ └── infer_semseg.py ├── modeling ├── BaseModel.py ├── __init__.py ├── architectures │ ├── __init__.py │ ├── build.py │ ├── registry.py │ ├── seem_model_demo.py │ ├── seem_model_v0.py │ ├── seem_model_v1.py │ └── xdecoder_model.py ├── backbone │ ├── __init__.py │ ├── backbone.py │ ├── build.py │ ├── focal.py │ ├── focal_dw.py │ └── registry.py ├── body │ ├── __init__.py │ ├── build.py │ ├── decoder │ │ ├── __init__.py │ │ ├── build.py │ │ ├── modules.py │ │ ├── registry.py │ │ └── xdecoder.py │ ├── encoder │ │ ├── __init__.py │ │ ├── build.py │ │ ├── registry.py │ │ └── transformer_encoder_fpn.py │ ├── registry.py │ ├── transformer_blocks.py │ └── xdecoder_head.py ├── interface │ ├── __init__.py │ ├── build.py │ ├── modules.py │ ├── prototype │ │ ├── __init__.py │ │ ├── attention_data_struct_seemdemo.py │ │ ├── attention_data_struct_seemv0.py │ │ └── attention_data_struct_seemv1.py │ ├── seem_demo.py │ ├── seem_v0.py │ ├── seem_v1.py │ └── xdecoder.py ├── language │ ├── LangEncoder │ │ ├── __init__.py │ │ ├── build.py │ │ ├── registry.py │ │ └── transformer.py │ ├── __init__.py │ ├── build.py │ ├── loss.py │ ├── misc.py │ ├── registry.py │ └── vlpencoder.py ├── modules │ ├── __init__.py │ ├── attention.py │ ├── criterion.py │ ├── matcher.py │ ├── point_features.py │ ├── position_encoding.py │ └── postprocessing.py ├── utils │ ├── __init__.py │ ├── attention.py │ ├── box_ops.py │ ├── config.py │ ├── interactive.py │ └── misc.py └── vision │ ├── backbone │ ├── __init__.py │ ├── backbone.py │ ├── build.py │ ├── common.py │ ├── davit.py │ ├── focal.py │ ├── focal_dw.py │ └── vit.py │ └── encoder │ ├── __init__.py │ ├── build.py │ ├── ops │ ├── functions │ │ ├── __init__.py │ │ └── ms_deform_attn_func.py │ ├── make.sh │ ├── modules │ │ ├── __init__.py │ │ └── ms_deform_attn.py │ ├── setup.py │ ├── src │ │ ├── cpu │ │ │ ├── ms_deform_attn_cpu.cpp │ │ │ └── ms_deform_attn_cpu.h │ │ ├── cuda │ │ │ ├── ms_deform_attn_cuda.cu │ │ │ ├── ms_deform_attn_cuda.h │ │ │ └── ms_deform_im2col_cuda.cuh │ │ ├── ms_deform_attn.h │ │ └── vision.cpp │ └── test.py │ ├── transformer_blocks.py │ ├── transformer_encoder_deform.py │ └── transformer_encoder_fpn.py ├── pipeline ├── XDecoderPipeline.py ├── __init__.py └── utils │ └── misc.py ├── trainer ├── __init__.py ├── default_trainer.py ├── distributed_trainer.py ├── utils │ ├── __init__.py │ ├── hook.py 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