├── LICENSE ├── README.md ├── SAMRefiner_plus ├── README.md ├── iou_adaption_davis585.py ├── sam_refiner.py ├── segment-anything │ ├── .flake8 │ ├── .gitignore │ ├── CODE_OF_CONDUCT.md │ ├── CONTRIBUTING.md │ ├── LICENSE │ ├── README.md │ ├── assets │ │ ├── masks1.png │ │ ├── masks2.jpg │ │ ├── minidemo.gif │ │ ├── model_diagram.png │ │ ├── notebook1.png │ │ └── notebook2.png │ ├── demo │ │ ├── README.md │ │ ├── configs │ │ │ └── webpack │ │ │ │ ├── common.js │ │ │ │ ├── dev.js │ │ │ │ └── prod.js │ │ ├── package.json │ │ ├── postcss.config.js │ │ ├── src │ │ │ ├── App.tsx │ │ │ ├── assets │ │ │ │ ├── data │ │ │ │ │ └── dogs.jpg │ │ │ │ ├── index.html │ │ │ │ └── scss │ │ │ │ │ └── App.scss │ │ │ ├── components │ │ │ │ ├── Stage.tsx │ │ │ │ ├── Tool.tsx │ │ │ │ ├── helpers │ │ │ │ │ ├── Interfaces.tsx │ │ │ │ │ ├── maskUtils.tsx │ │ │ │ │ ├── onnxModelAPI.tsx │ │ │ │ │ └── scaleHelper.tsx │ │ │ │ └── hooks │ │ │ │ │ ├── context.tsx │ │ │ │ │ └── createContext.tsx │ │ │ └── index.tsx │ │ ├── tailwind.config.js │ │ └── tsconfig.json │ ├── linter.sh │ ├── notebooks │ │ ├── automatic_mask_generator_example.ipynb │ │ ├── images │ │ │ ├── dog.jpg │ │ │ ├── groceries.jpg │ │ │ └── truck.jpg │ │ ├── onnx_model_example.ipynb │ │ └── predictor_example.ipynb │ ├── scripts │ │ ├── amg.py │ │ └── export_onnx_model.py │ ├── segment_anything │ │ ├── __init__.py │ │ ├── automatic_mask_generator.py │ │ ├── build_sam.py │ │ ├── modeling │ │ │ ├── __init__.py │ │ │ ├── common.py │ │ │ ├── image_encoder.py │ │ │ ├── mask_decoder.py │ │ │ ├── prompt_encoder.py │ │ │ ├── sam.py │ │ │ └── transformer.py │ │ ├── predictor.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── amg.py │ │ │ ├── onnx.py │ │ │ └── transforms.py │ ├── setup.cfg │ └── setup.py └── utils.py ├── demo.py ├── examples ├── 2007_000256.jpg └── 2007_000256_init_mask.png ├── framework.jpg ├── sam-hq ├── LICENSE ├── README.md ├── demo │ ├── demo_hqsam.py │ ├── demo_hqsam_light.py │ ├── demo_hqsam_pip_example.py │ ├── demo_sam.py │ └── input_imgs │ │ ├── dog.jpg │ │ ├── example0.png │ │ ├── example1.png │ │ ├── example2.png │ │ ├── example3.png │ │ ├── example4.png │ │ ├── example5.png │ │ ├── example6.png │ │ ├── example7.png │ │ └── example8.png ├── figs │ ├── coco_vis_comp.png │ ├── davis.png │ ├── points_comp.png │ ├── sam-hf-framework.png │ ├── sam_variants_comp.png │ ├── sam_vs_hqsam_backbones.png │ └── ytvis.png ├── sam-hq2 │ ├── INSTALL.md │ ├── README.md │ ├── assets │ │ └── hq-sam2-results.png │ ├── checkpoints │ │ └── download_ckpts.sh │ ├── demo │ │ ├── demo_hqsam2.py │ │ └── input_images │ │ │ ├── example1.png │ │ │ ├── example2.png │ │ │ ├── example3.png │ │ │ └── example4.png │ ├── notebooks │ │ ├── image_predictor_example.ipynb │ │ ├── images │ │ │ ├── cars.jpg │ │ │ ├── groceries.jpg │ │ │ └── truck.jpg │ │ ├── video_predictor_example.ipynb │ │ └── videos │ │ │ ├── bedroom.mp4 │ │ │ └── bedroom │ │ │ ├── 00000.jpg │ │ │ ├── 00001.jpg │ │ │ ├── 00002.jpg │ │ │ ├── 00003.jpg │ │ │ ├── 00004.jpg │ │ │ ├── 00005.jpg │ │ │ ├── 00006.jpg │ │ │ ├── 00007.jpg │ │ │ ├── 00008.jpg │ │ │ ├── 00009.jpg │ │ │ ├── 00010.jpg │ │ │ ├── 00011.jpg │ │ │ ├── 00012.jpg │ │ │ ├── 00013.jpg │ │ │ ├── 00014.jpg │ │ │ ├── 00015.jpg │ │ │ ├── 00016.jpg │ │ │ ├── 00017.jpg │ │ │ ├── 00018.jpg │ │ │ ├── 00019.jpg │ │ │ ├── 00020.jpg │ │ │ ├── 00021.jpg │ │ │ ├── 00022.jpg │ │ │ ├── 00023.jpg │ │ │ ├── 00024.jpg │ │ │ ├── 00025.jpg │ │ │ ├── 00026.jpg │ │ │ ├── 00027.jpg │ │ │ ├── 00028.jpg │ │ │ ├── 00029.jpg │ │ │ ├── 00030.jpg │ │ │ ├── 00031.jpg │ │ │ ├── 00032.jpg │ │ │ ├── 00033.jpg │ │ │ ├── 00034.jpg │ │ │ ├── 00035.jpg │ │ │ ├── 00036.jpg │ │ │ ├── 00037.jpg │ │ │ ├── 00038.jpg │ │ │ ├── 00039.jpg │ │ │ ├── 00040.jpg │ │ │ ├── 00041.jpg │ │ │ ├── 00042.jpg │ │ │ ├── 00043.jpg │ │ │ ├── 00044.jpg │ │ │ ├── 00045.jpg │ │ │ ├── 00046.jpg │ │ │ ├── 00047.jpg │ │ │ ├── 00048.jpg │ │ │ ├── 00049.jpg │ │ │ ├── 00050.jpg │ │ │ ├── 00051.jpg │ │ │ ├── 00052.jpg │ │ │ ├── 00053.jpg │ │ │ ├── 00054.jpg │ │ │ ├── 00055.jpg │ │ │ ├── 00056.jpg │ │ │ ├── 00057.jpg │ │ │ ├── 00058.jpg │ │ │ ├── 00059.jpg │ │ │ ├── 00060.jpg │ │ │ ├── 00061.jpg │ │ │ ├── 00062.jpg │ │ │ ├── 00063.jpg │ │ │ ├── 00064.jpg │ │ │ ├── 00065.jpg │ │ │ ├── 00066.jpg │ │ │ ├── 00067.jpg │ │ │ ├── 00068.jpg │ │ │ ├── 00069.jpg │ │ │ ├── 00070.jpg │ │ │ ├── 00071.jpg │ │ │ ├── 00072.jpg │ │ │ ├── 00073.jpg │ │ │ ├── 00074.jpg │ │ │ ├── 00075.jpg │ │ │ ├── 00076.jpg │ │ │ ├── 00077.jpg │ │ │ ├── 00078.jpg │ │ │ ├── 00079.jpg │ │ │ ├── 00080.jpg │ │ │ ├── 00081.jpg │ │ │ ├── 00082.jpg │ │ │ ├── 00083.jpg │ │ │ ├── 00084.jpg │ │ │ ├── 00085.jpg │ │ │ ├── 00086.jpg │ │ │ ├── 00087.jpg │ │ │ ├── 00088.jpg │ │ │ ├── 00089.jpg │ │ │ ├── 00090.jpg │ │ │ ├── 00091.jpg │ │ │ ├── 00092.jpg │ │ │ ├── 00093.jpg │ │ │ ├── 00094.jpg │ │ │ ├── 00095.jpg │ │ │ ├── 00096.jpg │ │ │ ├── 00097.jpg │ │ │ ├── 00098.jpg │ │ │ ├── 00099.jpg │ │ │ ├── 00100.jpg │ │ │ ├── 00101.jpg │ │ │ ├── 00102.jpg │ │ │ ├── 00103.jpg │ │ │ ├── 00104.jpg │ │ │ ├── 00105.jpg │ │ │ ├── 00106.jpg │ │ │ ├── 00107.jpg │ │ │ ├── 00108.jpg │ │ │ ├── 00109.jpg │ │ │ ├── 00110.jpg │ │ │ ├── 00111.jpg │ │ │ ├── 00112.jpg │ │ │ ├── 00113.jpg │ │ │ ├── 00114.jpg │ │ │ ├── 00115.jpg │ │ │ ├── 00116.jpg │ │ │ ├── 00117.jpg │ │ │ ├── 00118.jpg │ │ │ ├── 00119.jpg │ │ │ ├── 00120.jpg │ │ │ ├── 00121.jpg │ │ │ ├── 00122.jpg │ │ │ ├── 00123.jpg │ │ │ ├── 00124.jpg │ │ │ ├── 00125.jpg │ │ │ ├── 00126.jpg │ │ │ ├── 00127.jpg │ │ │ ├── 00128.jpg │ │ │ ├── 00129.jpg │ │ │ ├── 00130.jpg │ │ │ ├── 00131.jpg │ │ │ ├── 00132.jpg │ │ │ ├── 00133.jpg │ │ │ ├── 00134.jpg │ │ │ ├── 00135.jpg │ │ │ ├── 00136.jpg │ │ │ ├── 00137.jpg │ │ │ ├── 00138.jpg │ │ │ ├── 00139.jpg │ │ │ ├── 00140.jpg │ │ │ ├── 00141.jpg │ │ │ ├── 00142.jpg │ │ │ ├── 00143.jpg │ │ │ ├── 00144.jpg │ │ │ ├── 00145.jpg │ │ │ ├── 00146.jpg │ │ │ ├── 00147.jpg │ │ │ ├── 00148.jpg │ │ │ ├── 00149.jpg │ │ │ ├── 00150.jpg │ │ │ ├── 00151.jpg │ │ │ ├── 00152.jpg │ │ │ ├── 00153.jpg │ │ │ ├── 00154.jpg │ │ │ ├── 00155.jpg │ │ │ ├── 00156.jpg │ │ │ ├── 00157.jpg │ │ │ ├── 00158.jpg │ │ │ ├── 00159.jpg │ │ │ ├── 00160.jpg │ │ │ ├── 00161.jpg │ │ │ ├── 00162.jpg │ │ │ ├── 00163.jpg │ │ │ ├── 00164.jpg │ │ │ ├── 00165.jpg │ │ │ ├── 00166.jpg │ │ │ ├── 00167.jpg │ │ │ ├── 00168.jpg │ │ │ ├── 00169.jpg │ │ │ ├── 00170.jpg │ │ │ ├── 00171.jpg │ │ │ ├── 00172.jpg │ │ │ ├── 00173.jpg │ │ │ ├── 00174.jpg │ │ │ ├── 00175.jpg │ │ │ ├── 00176.jpg │ │ │ ├── 00177.jpg │ │ │ ├── 00178.jpg │ │ │ ├── 00179.jpg │ │ │ ├── 00180.jpg │ │ │ ├── 00181.jpg │ │ │ ├── 00182.jpg │ │ │ ├── 00183.jpg │ │ │ ├── 00184.jpg │ │ │ ├── 00185.jpg │ │ │ ├── 00186.jpg │ │ │ ├── 00187.jpg │ │ │ ├── 00188.jpg │ │ │ ├── 00189.jpg │ │ │ ├── 00190.jpg │ │ │ ├── 00191.jpg │ │ │ ├── 00192.jpg │ │ │ ├── 00193.jpg │ │ │ ├── 00194.jpg │ │ │ ├── 00195.jpg │ │ │ ├── 00196.jpg │ │ │ ├── 00197.jpg │ │ │ ├── 00198.jpg │ │ │ └── 00199.jpg │ ├── pyproject.toml │ ├── sam2 │ │ ├── __init__.py │ │ ├── automatic_mask_generator.py │ │ ├── build_sam.py │ │ ├── configs │ │ │ └── sam2.1 │ │ │ │ ├── sam2.1_hiera_b+.yaml │ │ │ │ ├── sam2.1_hiera_l.yaml │ │ │ │ ├── sam2.1_hiera_s.yaml │ │ │ │ ├── sam2.1_hiera_t.yaml │ │ │ │ └── sam2.1_hq_hiera_l.yaml │ │ ├── csrc │ │ │ └── connected_components.cu │ │ ├── modeling │ │ │ ├── __init__.py │ │ │ ├── backbones │ │ │ │ ├── __init__.py │ │ │ │ ├── hieradet.py │ │ │ │ ├── image_encoder.py │ │ │ │ └── utils.py │ │ │ ├── memory_attention.py │ │ │ ├── memory_encoder.py │ │ │ ├── position_encoding.py │ │ │ ├── sam │ │ │ │ ├── __init__.py │ │ │ │ ├── mask_decoder.py │ │ │ │ ├── mask_hq_decoder.py │ │ │ │ ├── prompt_encoder.py │ │ │ │ └── transformer.py │ │ │ ├── sam2_base.py │ │ │ ├── sam2_hq_base.py │ │ │ └── sam2_utils.py │ │ ├── sam2_hq_video_predictor.py │ │ ├── sam2_image_predictor.py │ │ ├── sam2_video_predictor.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── amg.py │ │ │ ├── misc.py │ │ │ └── transforms.py │ └── setup.py ├── scripts │ └── export_onnx_model.py ├── seginw │ ├── GroundingDINO │ │ ├── .asset │ │ │ ├── COCO.png │ │ │ ├── GD_GLIGEN.png │ │ │ ├── GD_SD.png │ │ │ ├── ODinW.png │ │ │ ├── arch.png │ │ │ ├── cats.png │ │ │ └── hero_figure.png │ │ ├── LICENSE │ │ ├── README.md │ │ ├── demo │ │ │ ├── gradio_app.py │ │ │ └── inference_on_a_image.py │ │ ├── groundingdino │ │ │ ├── __init__.py │ │ │ ├── config │ │ │ │ ├── GroundingDINO_SwinB.py │ │ │ │ └── GroundingDINO_SwinT_OGC.py │ │ │ ├── datasets │ │ │ │ ├── __init__.py │ │ │ │ ├── cocogrounding_eval.py │ │ │ │ └── transforms.py │ │ │ ├── models │ │ │ │ ├── GroundingDINO │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── backbone │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── backbone.py │ │ │ │ │ │ ├── position_encoding.py │ │ │ │ │ │ └── swin_transformer.py │ │ │ │ │ ├── bertwarper.py │ │ │ │ │ ├── csrc │ │ │ │ │ │ ├── MsDeformAttn │ │ │ │ │ │ │ ├── ms_deform_attn.h │ │ │ │ │ │ │ ├── ms_deform_attn_cpu.cpp │ │ │ │ │ │ │ ├── ms_deform_attn_cpu.h │ │ │ │ │ │ │ ├── ms_deform_attn_cuda.cu │ │ │ │ │ │ │ ├── ms_deform_attn_cuda.h │ │ │ │ │ │ │ └── ms_deform_im2col_cuda.cuh │ │ │ │ │ │ ├── cuda_version.cu │ │ │ │ │ │ └── vision.cpp │ │ │ │ │ ├── fuse_modules.py │ │ │ │ │ ├── groundingdino.py │ │ │ │ │ ├── ms_deform_attn.py │ │ │ │ │ ├── transformer.py │ │ │ │ │ ├── transformer_vanilla.py │ │ │ │ │ └── utils.py │ │ │ │ ├── __init__.py │ │ │ │ └── registry.py │ │ │ ├── util │ │ │ │ ├── __init__.py │ │ │ │ ├── box_ops.py │ │ │ │ ├── get_tokenlizer.py │ │ │ │ ├── inference.py │ │ │ │ ├── logger.py │ │ │ │ ├── misc.py │ │ │ │ ├── slconfig.py │ │ │ │ ├── slio.py │ │ │ │ ├── time_counter.py │ │ │ │ ├── utils.py │ │ │ │ ├── visualizer.py │ │ │ │ └── vl_utils.py │ │ │ └── version.py │ │ ├── requirements.txt │ │ └── setup.py │ ├── README.md │ ├── logs │ │ ├── grounded_hqsam.log │ │ └── grounded_sam.log │ ├── sam2 │ ├── segment_anything │ │ ├── __init__.py │ │ ├── automatic_mask_generator.py │ │ ├── build_sam.py │ │ ├── build_sam_hq.py │ │ ├── modeling │ │ │ ├── __init__.py │ │ │ ├── common.py │ │ │ ├── image_encoder.py │ │ │ ├── mask_decoder.py │ │ │ ├── mask_decoder_hq.py │ │ │ ├── prompt_encoder.py │ │ │ ├── sam.py │ │ │ └── transformer.py │ │ ├── predictor.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── amg.py │ │ │ ├── onnx.py │ │ │ └── transforms.py │ ├── test_ap_on_seginw.py │ ├── test_ap_on_seginw_sam2.py │ ├── test_seginw.sh │ ├── test_seginw_hq.sh │ ├── test_seginw_sam2.sh │ └── test_seginw_sam_hq2.sh ├── segment_anything │ ├── __init__.py │ ├── automatic_mask_generator.py │ ├── build_sam.py │ ├── build_sam_baseline.py │ ├── modeling │ │ ├── __init__.py │ │ ├── common.py │ │ ├── image_encoder.py │ │ ├── mask_decoder.py │ │ ├── mask_decoder_hq.py │ │ ├── prompt_encoder.py │ │ ├── sam.py │ │ ├── tiny_vit_sam.py │ │ └── transformer.py │ ├── predictor.py │ └── utils │ │ ├── __init__.py │ │ ├── amg.py │ │ ├── onnx.py │ │ └── transforms.py ├── setup.cfg ├── setup.py ├── train │ ├── README.md │ ├── segment_anything_training │ │ ├── __init__.py │ │ ├── build_sam.py │ │ ├── modeling │ │ │ ├── __init__.py │ │ │ ├── common.py │ │ │ ├── image_encoder.py │ │ │ ├── mask_decoder.py │ │ │ ├── prompt_encoder.py │ │ │ ├── sam.py │ │ │ └── transformer.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ └── transforms.py │ ├── train.py │ └── utils │ │ ├── dataloader.py │ │ ├── loss_mask.py │ │ └── misc.py └── visual_demo │ ├── 1.gif │ ├── 2.gif │ ├── 3.gif │ ├── 4.gif │ ├── 5.gif │ └── 6.gif ├── sam_refiner.py ├── segment-anything ├── .flake8 ├── .gitignore ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── LICENSE ├── README.md ├── assets │ ├── masks1.png │ ├── masks2.jpg │ ├── minidemo.gif │ ├── model_diagram.png │ ├── notebook1.png │ └── notebook2.png ├── demo │ ├── README.md │ ├── configs │ │ └── webpack │ │ │ ├── common.js │ │ │ ├── dev.js │ │ │ └── prod.js │ ├── package.json │ ├── postcss.config.js │ ├── src │ │ ├── App.tsx │ │ ├── assets │ │ │ ├── data │ │ │ │ └── dogs.jpg │ │ │ ├── index.html │ │ │ └── scss │ │ │ │ └── App.scss │ │ ├── components │ │ │ ├── Stage.tsx │ │ │ ├── Tool.tsx │ │ │ ├── helpers │ │ │ │ ├── Interfaces.tsx │ │ │ │ ├── maskUtils.tsx │ │ │ │ ├── onnxModelAPI.tsx │ │ │ │ └── scaleHelper.tsx │ │ │ └── hooks │ │ │ │ ├── context.tsx │ │ │ │ └── createContext.tsx │ │ └── index.tsx │ ├── tailwind.config.js │ └── tsconfig.json ├── linter.sh ├── notebooks │ ├── automatic_mask_generator_example.ipynb │ ├── images │ │ ├── dog.jpg │ │ ├── groceries.jpg │ │ └── truck.jpg │ ├── onnx_model_example.ipynb │ └── predictor_example.ipynb ├── scripts │ ├── amg.py │ └── export_onnx_model.py ├── segment_anything │ ├── __init__.py │ ├── automatic_mask_generator.py │ ├── build_sam.py │ ├── modeling │ │ ├── __init__.py │ │ ├── common.py │ │ ├── image_encoder.py │ │ ├── mask_decoder.py │ │ ├── prompt_encoder.py │ │ ├── sam.py │ │ └── transformer.py │ ├── predictor.py │ └── utils │ │ ├── __init__.py │ │ ├── amg.py │ │ ├── onnx.py │ │ └── transforms.py ├── setup.cfg └── setup.py ├── sem2ins_mask.py └── utils.py /LICENSE: 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