├── README.md ├── datasets ├── arrow │ └── .gitignore └── raw │ └── .gitignore ├── download.sh ├── environment ├── environment.yml └── environment_cuda102.yml ├── preprocess_dataset.py ├── pretrained_weight └── download_weight.sh ├── result └── .gitignore ├── run.py ├── script ├── RefCoco │ ├── eval.sh │ └── run.sh ├── RefCocoP │ ├── eval.sh │ └── run.sh ├── RefCocog │ ├── eval.sh │ └── run.sh ├── ReferItGame │ ├── eval.sh │ ├── run.sh │ ├── run_no_oa_no_pa.sh │ └── run_with_oa_no_pa.sh ├── copsref │ ├── eval.sh │ ├── run.sh │ ├── run_no_oa_no_pa.sh │ └── run_with_oa_no_pa.sh └── pretrain │ ├── eval.sh │ └── run.sh └── vilt ├── __init__.py ├── __pycache__ ├── __init__.cpython-37.pyc └── config.cpython-37.pyc ├── config.py ├── datamodules ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-37.pyc │ ├── clever_mdetr_datamodule.cpython-37.pyc │ ├── coco_caption_karpathy_datamodule.cpython-37.pyc │ ├── conceptual_caption_datamodule.cpython-37.pyc │ ├── copsref_datamodule.cpython-37.pyc │ ├── datamodule_base.cpython-37.pyc │ ├── f30k_caption_karpathy_datamodule.cpython-37.pyc │ ├── flickr_entity_datamodule.cpython-37.pyc │ ├── flickr_mdetr_datamodule.cpython-37.pyc │ ├── gqa_mdetr_datamodule.cpython-37.pyc │ ├── mdetr_pretrain_datamodule.cpython-37.pyc │ ├── multitask_datamodule.cpython-37.pyc │ ├── nlvr2_datamodule.cpython-37.pyc │ ├── refcoco_mdetr_datamodule.cpython-37.pyc │ ├── refcocog_mdetr_datamodule.cpython-37.pyc │ ├── refcocop_mdetr_datamodule.cpython-37.pyc │ ├── referitgame_datamodule.cpython-37.pyc │ ├── sbu_datamodule.cpython-37.pyc │ ├── snlive_datamodule.cpython-37.pyc │ ├── vg_caption_datamodule.cpython-37.pyc │ └── vqav2_datamodule.cpython-37.pyc ├── clever_mdetr_datamodule.py ├── coco_caption_karpathy_datamodule.py ├── conceptual_caption_datamodule.py ├── copsref_datamodule.py ├── datamodule_base.py ├── f30k_caption_karpathy_datamodule.py ├── flickr_entity_datamodule.py ├── flickr_mdetr_datamodule.py ├── gqa_mdetr_datamodule.py ├── mdetr_pretrain_datamodule.py ├── multitask_datamodule.py ├── nlvr2_datamodule.py ├── refcoco_mdetr_datamodule.py ├── refcocog_mdetr_datamodule.py ├── refcocop_mdetr_datamodule.py ├── referitgame_datamodule.py ├── sbu_datamodule.py ├── snlive_datamodule.py ├── vg_caption_datamodule.py └── vqav2_datamodule.py ├── datasets ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-37.pyc │ ├── base_dataset.cpython-37.pyc │ ├── clever_mdetr_dataset.cpython-37.pyc │ ├── coco_caption_karpathy_dataset.cpython-37.pyc │ ├── conceptual_caption_dataset.cpython-37.pyc │ ├── copsref_dataset.cpython-37.pyc │ ├── f30k_caption_karpathy_dataset.cpython-37.pyc │ ├── flickr_entity_dataset.cpython-37.pyc │ ├── flickr_mdetr_dataset.cpython-37.pyc │ ├── gqa_mdetr_dataset.cpython-37.pyc │ ├── mdetr_pretrain_dataset.cpython-37.pyc │ ├── nlvr2_dataset.cpython-37.pyc │ ├── refcoco_mdetr_dataset.cpython-37.pyc │ ├── refcocog_mdetr_dataset.cpython-37.pyc │ ├── refcocop_mdetr_dataset.cpython-37.pyc │ ├── referitgame_dataset.cpython-37.pyc │ ├── sbu_caption_dataset.cpython-37.pyc │ ├── snlive_dataset.cpython-37.pyc │ ├── vg_caption_dataset.cpython-37.pyc │ └── vqav2_dataset.cpython-37.pyc ├── base_dataset.py ├── clever_mdetr_dataset.py ├── coco_caption_karpathy_dataset.py ├── conceptual_caption_dataset.py ├── copsref_dataset.py ├── f30k_caption_karpathy_dataset.py ├── flickr_entity_dataset.py ├── flickr_mdetr_dataset.py ├── gqa_mdetr_dataset.py ├── mdetr_pretrain_dataset.py ├── nlvr2_dataset.py ├── refcoco_mdetr_dataset.py ├── refcocog_mdetr_dataset.py ├── refcocop_mdetr_dataset.py ├── referitgame_dataset.py ├── sbu_caption_dataset.py ├── snlive_dataset.py ├── vg_caption_dataset.py └── vqav2_dataset.py ├── gadgets ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-37.pyc │ ├── clever_eval.cpython-37.pyc │ ├── flickr_eval.cpython-37.pyc │ ├── gqa_eval.cpython-37.pyc │ ├── my_metrics.cpython-37.pyc │ └── postprocessors.cpython-37.pyc ├── clever_eval.py ├── flickr_eval.py ├── gqa_eval.py ├── my_metrics.py └── postprocessors.py ├── modules ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-37.pyc │ ├── dist_utils.cpython-37.pyc │ ├── heads.cpython-37.pyc │ ├── mdetr_matcher.cpython-37.pyc │ ├── objectives.cpython-37.pyc │ ├── refcoco_matcher.cpython-37.pyc │ ├── vilt_module.cpython-37.pyc │ ├── vilt_utils.cpython-37.pyc │ └── vision_transformer.cpython-37.pyc ├── dist_utils.py ├── heads.py ├── mdetr_matcher.py ├── objectives.py ├── refcoco_matcher.py ├── vilt_module.py ├── vilt_utils.py └── vision_transformer.py ├── transforms ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-37.pyc │ ├── box_ops.cpython-37.pyc │ ├── coco.cpython-37.pyc │ ├── pixelbert.cpython-37.pyc │ ├── randaug.cpython-37.pyc │ └── utils.cpython-37.pyc ├── box_ops.py ├── coco.py ├── data_aug │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-37.pyc │ │ ├── bbox_util.cpython-37.pyc │ │ └── data_aug.cpython-37.pyc │ ├── bbox_util.py │ └── data_aug.py ├── pixelbert.py ├── randaug.py └── utils.py └── utils ├── __pycache__ ├── compute_mdetr_pretrain_datasize.cpython-37.pyc ├── compute_refcoco_refcocop_refcocog_mdetr_all.cpython-37.pyc ├── compute_refcocop_len.cpython-37.pyc ├── compute_referitgame_len.cpython-37.pyc ├── glossary.cpython-37.pyc ├── write_clever_mdetr.cpython-37.pyc ├── write_coco_karpathy.cpython-37.pyc ├── write_conceptual_caption.cpython-37.pyc ├── write_copsref.cpython-37.pyc ├── write_f30k_karpathy.cpython-37.pyc ├── write_f30k_karpathy_with_box.cpython-37.pyc ├── write_flickr_entities.cpython-37.pyc ├── write_flickr_entities_transvg.cpython-37.pyc ├── write_flickr_mdetr.cpython-37.pyc ├── write_flickr_ref_mdetr_pretrain.cpython-37.pyc ├── write_gqa_mdetr.cpython-37.pyc ├── write_mdetr_pretrain.cpython-37.pyc ├── write_mdetr_pretrain_only_ref.cpython-37.pyc ├── write_nlvr2.cpython-37.pyc ├── write_refcoco_mdetr.cpython-37.pyc ├── write_refcoco_refcocop_refcocog_mdetr_all.cpython-37.pyc ├── write_refcocog_mdetr.cpython-37.pyc ├── write_refcocop_mdetr.cpython-37.pyc ├── write_referitgame.cpython-37.pyc ├── write_refreasoning.cpython-37.pyc ├── write_sbu.cpython-37.pyc ├── write_snlive.cpython-37.pyc ├── write_vg.cpython-37.pyc ├── write_vqa.cpython-37.pyc └── write_vqa.cpython-38.pyc ├── compute_mdetr_pretrain_datasize.py ├── compute_refcoco_refcocop_refcocog_mdetr_all.py ├── compute_refcocop_len.py ├── compute_referitgame_len.py ├── glossary.py ├── refer ├── Makefile ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-37.pyc │ └── refer.cpython-37.pyc ├── external │ ├── .gitignore │ ├── README.md │ ├── __init__.py │ ├── _mask.pyx │ ├── mask.py │ ├── maskApi.c │ └── maskApi.h ├── refer.py └── setup.py ├── vis_refcoco.py ├── write_clever_mdetr.py ├── write_coco_karpathy.py ├── write_conceptual_caption.py ├── write_copsref.py ├── write_f30k_karpathy.py ├── write_f30k_karpathy_with_box.py ├── write_flickr_entities.py ├── write_flickr_entities_transvg.py ├── write_flickr_mdetr.py ├── 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