├── .gitignore ├── LISCENSE.txt ├── README.md ├── assets ├── framework.png ├── inference_process.jpg └── task_settings.png ├── checkpoints └── config.yaml ├── datasets ├── config.json ├── dior │ ├── JPEGImages-trainval │ │ ├── 06486.jpg │ │ ├── 06796.jpg │ │ ├── 09100.jpg │ │ └── 09938.jpg │ ├── dior_mini_ann.json │ └── dior_val_ann.json └── nwpu │ └── nwpu_ann.json ├── demo ├── chip.jpg └── inference_demo.ipynb ├── docs ├── InstructSAM_Camera_Ready.pdf ├── assets │ ├── dataset_bias.png │ ├── framework.png │ ├── inference_process.jpg │ ├── inference_time.png │ ├── natural_image.png │ ├── paper_info.png │ ├── results_main.png │ ├── table_1.png │ ├── table_2.png │ ├── table_3.png │ ├── table_4.png │ ├── task_settings.png │ └── threshold.png ├── blog-zh.md ├── index.html └── poster.pdf ├── evaluating_tools ├── eval_counting.py ├── eval_proposal_recall.py └── eval_recognition.py ├── inference_tools ├── async_count.py ├── mask_label_matching.py ├── propose_regions.py └── qwen_count.py ├── instruct_sam.egg-info ├── PKG-INFO ├── SOURCES.txt ├── dependency_links.txt └── top_level.txt ├── instruct_sam ├── counting.py ├── instruct_sam.py ├── matching.py ├── metrics.py └── visualize.py ├── object_counts └── dior_mini │ ├── gpt-4o-2024-11-20_open_ended │ ├── 06486.json │ ├── 06796.json │ ├── 09100.json │ └── 09938.json │ ├── gpt-4o-2024-11-20_open_subclass_means_of_transports │ ├── 06486.json │ ├── 06796.json │ ├── 09100.json │ └── 09938.json │ └── gpt-4o-2024-11-20_open_vocabulary │ ├── 06486.json │ ├── 06796.json │ ├── 09100.json │ └── 09938.json ├── prompts ├── dior │ ├── open_ended.txt │ ├── open_subclass_means_of_transports.txt │ ├── open_subclass_sports_field.txt │ └── open_vocabulary.txt └── nwpu │ ├── open_ended.txt │ ├── open_subclass_means_of_transports.txt │ ├── open_subclass_sports_field.txt │ └── open_vocabulary.txt ├── region_proposals └── dior_mini │ └── sam2_hiera_l.json ├── results └── dior_mini │ ├── open_ended │ └── coco_preds │ │ └── gpt-4o-2024-11-20_open_ended_sam2_hiera_l_georsclip_preds_coco.json │ ├── open_subclass │ └── coco_preds │ │ └── gpt-4o-2024-11-20_open_subclass_means_of_transports_sam2_hiera_l_georsclip_preds_coco.json │ └── open_vocabulary │ └── coco_preds │ └── gpt-4o-2024-11-20_open_vocabulary_sam2_hiera_l_georsclip_preds_coco.json ├── setup.py └── third_party ├── README.md ├── open_clip ├── bpe_simple_vocab_16e6.txt.gz ├── coca_model.py ├── constants.py ├── factory.py ├── generation_utils.py ├── hf_configs.py ├── hf_model.py ├── loss.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 │ ├── RN101-quickgelu.json │ ├── RN101.json │ ├── RN50-quickgelu.json │ ├── RN50.json │ ├── RN50x16.json │ ├── RN50x4.json │ ├── RN50x64.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 │ ├── convnext_base.json │ ├── convnext_base_w.json │ ├── convnext_base_w_320.json │ ├── convnext_large.json │ ├── convnext_large_d.json │ ├── convnext_large_d_320.json │ ├── convnext_small.json │ ├── convnext_tiny.json │ ├── convnext_xlarge.json │ ├── convnext_xxlarge.json │ ├── convnext_xxlarge_320.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.py ├── pretrained.py ├── push_to_hf_hub.py ├── timm_model.py ├── tokenizer.py ├── transform.py ├── transformer.py ├── utils.py ├── version.py ├── zero_shot_classifier.py └── zero_shot_metadata.py └── sam2 ├── .clang-format ├── .github └── workflows │ └── check_fmt.yml ├── .gitignore ├── .watchmanconfig ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── INSTALL.md ├── LICENSE ├── LICENSE_cctorch ├── MANIFEST.in ├── README.md ├── RELEASE_NOTES.md ├── assets ├── model_diagram.png └── sa_v_dataset.jpg ├── backend.Dockerfile ├── checkpoints └── download_ckpts.sh ├── demo ├── .gitignore ├── README.md ├── backend │ └── server │ │ ├── app.py │ │ ├── app_conf.py │ │ ├── data │ │ ├── data_types.py │ │ ├── loader.py │ │ ├── resolver.py │ │ ├── schema.py │ │ ├── store.py │ │ └── transcoder.py │ │ └── inference │ │ ├── data_types.py │ │ ├── multipart.py │ │ └── predictor.py ├── data │ └── gallery │ │ ├── 01_dog.mp4 │ │ ├── 02_cups.mp4 │ │ ├── 03_blocks.mp4 │ │ ├── 04_coffee.mp4 │ │ └── 05_default_juggle.mp4 └── frontend │ ├── .babelrc │ ├── .dockerignore │ ├── .eslintignore │ ├── .eslintrc.cjs │ ├── .gitignore │ ├── .prettierignore │ ├── .prettierrc.json │ ├── .watchmanconfig │ ├── frontend.Dockerfile │ ├── index.html │ ├── package.json │ ├── postcss.config.js │ ├── public │ └── fonts │ │ └── Inter-VariableFont_opsz,wght.ttf │ ├── schema.graphql │ ├── schemas │ ├── inference-api-schema.graphql │ ├── merge-schemas.ts │ └── video-api-schema.graphql │ ├── src │ ├── App.tsx │ ├── assets │ │ ├── icons │ │ │ ├── angery.png │ │ │ ├── heart.png │ │ │ └── whistle.png │ │ ├── scss │ │ │ └── App.scss │ │ └── videos │ │ │ ├── sam2_720px_dark.mp4 │ │ │ └── sam2_video_poster.png │ ├── common │ │ ├── codecs │ │ │ ├── VideoDecoder.ts │ │ │ ├── VideoEncoder.ts │ │ │ └── WebCodecUtils.ts │ │ ├── components │ │ │ ├── MobileFirstClickBanner.tsx │ │ │ ├── Tooltip.tsx │ │ │ ├── annotations │ │ │ │ ├── AddObjectButton.tsx │ │ │ │ ├── ClearAllPointsInVideoButton.tsx │ │ │ │ ├── CloseSessionButton.tsx │ │ │ │ ├── FirstClickView.tsx │ │ │ │ ├── LimitNotice.tsx │ │ │ │ ├── MobileObjectsList.tsx │ │ │ │ ├── MobileObjectsToolbar.tsx │ │ │ │ ├── MobileObjectsToolbarHeader.tsx │ │ │ │ ├── ObjectActions.tsx │ │ │ │ ├── ObjectPlaceholder.tsx │ │ │ │ ├── ObjectThumbnail.tsx │ │ │ │ ├── ObjectUtils.ts │ │ │ │ ├── ObjectsToolbar.tsx │ │ │ │ ├── ObjectsToolbarBottomActions.tsx │ │ │ │ ├── ObjectsToolbarHeader.tsx │ │ │ │ ├── PointsToggle.tsx │ │ │ │ ├── PrimaryCTAButton.tsx │ │ │ │ ├── ToolbarObject.tsx │ │ │ │ ├── ToolbarObjectContainer.tsx │ │ │ │ ├── TrackletSwimlane.tsx │ │ │ │ ├── TrackletsAnnotation.tsx │ │ │ │ └── useTracklets.ts │ │ │ ├── button │ │ │ │ ├── GradientBorder.tsx │ │ │ │ ├── PlaybackButton.tsx │ │ │ │ ├── PrimaryCTAButton.tsx │ │ │ │ ├── ResponsiveButton.tsx │ │ │ │ └── TrackAndPlayButton.tsx │ │ │ ├── code │ │ │ │ └── InitializeLocalMonaco.ts │ │ │ ├── effects │ │ │ │ ├── BackgroundEffects.tsx │ │ │ │ ├── EffectVariantBadge.tsx │ │ │ │ ├── EffectsCarousel.tsx │ │ │ │ ├── EffectsCarouselShadow.tsx │ │ │ │ ├── EffectsToolbar.tsx │ │ │ │ ├── EffectsToolbarBottomActions.tsx │ │ │ │ ├── EffectsToolbarHeader.tsx │ │ │ │ ├── EffectsUtils.ts │ │ │ │ ├── HighlightEffects.tsx │ │ │ │ ├── MobileEffectsToolbar.tsx │ │ │ │ └── MoreFunEffects.tsx │ │ │ ├── gallery │ │ │ │ ├── ChangeVideoModal.tsx │ │ │ │ ├── DefaultVideoGalleryModalTrigger.tsx │ │ │ │ ├── DemoVideoGallery.tsx │ │ │ │ ├── DemoVideoGalleryModal.tsx │ │ │ │ ├── VideoGalleryUploadPhoto.tsx │ │ │ │ ├── VideoPhoto.tsx │ │ │ │ ├── __generated__ │ │ │ │ │ ├── DemoVideoGalleryModalQuery.graphql.ts │ │ │ │ │ ├── DemoVideoGalleryQuery.graphql.ts │ │ │ │ │ └── useUploadVideoMutation.graphql.ts │ │ │ │ └── useUploadVideo.ts │ │ │ ├── icons │ │ │ │ └── GitHubIcon.tsx │ │ │ ├── options │ │ │ │ ├── DownloadOption.tsx │ │ │ │ ├── GalleryOption.tsx │ │ │ │ ├── MoreOptionsToolbar.tsx │ │ │ │ ├── MoreOptionsToolbarBottomActions.tsx │ │ │ │ ├── OptionButton.tsx │ │ │ │ ├── ShareSection.tsx │ │ │ │ ├── ShareUtils.ts │ │ │ │ ├── TryAnotherVideoSection.tsx │ │ │ │ ├── UploadOption.tsx │ │ │ │ ├── __generated__ │ │ │ │ │ └── GetLinkOptionShareVideoMutation.graphql.ts │ │ │ │ └── useDownloadVideo.ts │ │ │ ├── session │ │ │ │ ├── RestartSessionButton.tsx │ │ │ │ ├── __generated__ │ │ │ │ │ └── useCloseSessionBeforeUnloadMutation.graphql.ts │ │ │ │ ├── useCloseSessionBeforeUnload.ts │ │ │ │ └── useRestartSession.ts │ │ │ ├── snackbar │ │ │ │ ├── DemoMessagesSnackbarUtils.ts │ │ │ │ ├── MessagesSnackbar.tsx │ │ │ │ ├── snackbarAtoms.ts │ │ │ │ ├── useDemoMessagesSnackbar.ts │ │ │ │ ├── useExpireMessage.ts │ │ │ │ └── useMessagesSnackbar.ts │ │ │ ├── toolbar │ │ │ │ ├── DesktopToolbar.tsx │ │ │ │ ├── MobileToolbar.tsx │ │ │ │ ├── Toolbar.tsx │ │ │ │ ├── ToolbarActionIcon.tsx │ │ │ │ ├── ToolbarBottomActionsWrapper.tsx │ │ │ │ ├── ToolbarConfig.tsx │ │ │ │ ├── ToolbarHeaderWrapper.tsx │ │ │ │ ├── ToolbarProgressChip.tsx │ │ │ │ ├── ToolbarSection.tsx │ │ │ │ ├── useListenToStreamingState.ts │ │ │ │ └── useToolbarTabs.ts │ │ │ ├── useFunctionThrottle.tsx │ │ │ └── video │ │ │ │ ├── ChangeVideoModal.tsx │ │ │ │ ├── EventEmitter.ts │ │ │ │ ├── Video.tsx │ │ │ │ ├── VideoFilmstripWithPlayback.tsx │ │ │ │ ├── VideoLoadingOverlay.tsx │ │ │ │ ├── VideoWorker.ts │ │ │ │ ├── VideoWorkerBridge.ts │ │ │ │ ├── VideoWorkerContext.ts │ │ │ │ ├── VideoWorkerTypes.ts │ │ │ │ ├── editor │ │ │ │ ├── DemoVideoEditor.tsx │ │ │ │ ├── ImageUtils.ts │ │ │ │ ├── VideoEditor.tsx │ │ │ │ ├── VideoEditorUtils.ts │ │ │ │ ├── atoms.ts │ │ │ │ ├── useResetEditor.ts │ │ │ │ ├── useVideo.ts │ │ │ │ └── useVideoEffect.ts │ │ │ │ ├── effects │ │ │ │ ├── ArrowGLEffect.ts │ │ │ │ ├── BackgroundBlurEffect.ts │ │ │ │ ├── BackgroundTextEffect.ts │ │ │ │ ├── BaseGLEffect.ts │ │ │ │ ├── BurstGLEffect.ts │ │ │ │ ├── CutoutGLEffect.ts │ │ │ │ ├── DesaturateEffect.ts │ │ │ │ ├── Effect.ts │ │ │ │ ├── EffectUtils.ts │ │ │ │ ├── Effects.ts │ │ │ │ ├── EraseBackgroundEffect.ts │ │ │ │ ├── EraseForegroundEffect.ts │ │ │ │ ├── EraseForegroundGLEffect.ts │ │ │ │ ├── GradientEffect.ts │ │ │ │ ├── NoisyMaskEffect.ts │ │ │ │ ├── OriginalEffect.ts │ │ │ │ ├── OverlayEffect.ts │ │ │ │ ├── PixelateEffect.ts │ │ │ │ ├── PixelateMaskGLEffect.ts │ │ │ │ ├── ReplaceGLEffect.ts │ │ │ │ ├── ScopeGLEffect.ts │ │ │ │ ├── SobelEffect.ts │ │ │ │ ├── VibrantMaskEffect.ts │ │ │ │ └── shaders │ │ │ │ │ ├── Arrow.frag │ │ │ │ │ ├── BackgroundBlur.frag │ │ │ │ │ ├── Burst.frag │ │ │ │ │ ├── Cutout.frag │ │ │ │ │ ├── DefaultVert.vert │ │ │ │ │ ├── EraseForeground.frag │ │ │ │ │ ├── Gradient.frag │ │ │ │ │ ├── NoisyMask.frag │ │ │ │ │ ├── Overlay.frag │ │ │ │ │ ├── Overlay.vert │ │ │ │ │ ├── Pixelate.frag │ │ │ │ │ ├── PixelateMask.frag │ │ │ │ │ ├── Replace.frag │ │ │ │ │ ├── Scope.frag │ │ │ │ │ ├── Sobel.frag │ │ │ │ │ └── VibrantMask.frag │ │ │ │ ├── filmstrip │ │ │ │ ├── FilmstripUtil.tsx │ │ │ │ ├── SelectedFrameHelper.ts │ │ │ │ ├── VideoFilmstrip.tsx │ │ │ │ ├── atoms.ts │ │ │ │ ├── useDisableScrolling.ts │ │ │ │ └── useSelectedFrameHelper.ts │ │ │ │ ├── layers │ │ │ │ ├── InteractionLayer.tsx │ │ │ │ └── PointsLayer.tsx │ │ │ │ ├── useInputVideo.ts │ │ │ │ └── useVideoWorker.ts │ │ ├── error │ │ │ ├── ErrorFallback.tsx │ │ │ ├── ErrorReport.tsx │ │ │ ├── ErrorSerializationUtils.ts │ │ │ ├── ErrorUtils.ts │ │ │ ├── errorReportAtom.ts │ │ │ └── useReportError.tsx │ │ ├── loading │ │ │ ├── LoadingMessage.tsx │ │ │ ├── LoadingStateScreen.tsx │ │ │ ├── StaticVideoPlayer.tsx │ │ │ └── UploadLoadingScreen.tsx │ │ ├── logger │ │ │ ├── DemoLogger.ts │ │ │ ├── LogEnvironment.ts │ │ │ └── Logger.ts │ │ ├── screen │ │ │ └── useScreenSize.tsx │ │ ├── tracker │ │ │ ├── SAM2Model.ts │ │ │ ├── Tracker.ts │ │ │ ├── TrackerTypes.ts │ │ │ ├── Trackers.ts │ │ │ └── __generated__ │ │ │ │ ├── SAM2ModelAddNewPointsMutation.graphql.ts │ │ │ │ ├── SAM2ModelCancelPropagateInVideoMutation.graphql.ts │ │ │ │ ├── SAM2ModelClearPointsInFrameMutation.graphql.ts │ │ │ │ ├── SAM2ModelClearPointsInVideoMutation.graphql.ts │ │ │ │ ├── SAM2ModelCloseSessionMutation.graphql.ts │ │ │ │ ├── SAM2ModelRemoveObjectMutation.graphql.ts │ │ │ │ └── SAM2ModelStartSessionMutation.graphql.ts │ │ └── utils │ │ │ ├── FileUtils.ts │ │ │ ├── ImageUtils.ts │ │ │ ├── MaskUtils.ts │ │ │ ├── MultipartStream.ts │ │ │ ├── ShaderUtils.ts │ │ │ ├── emptyFunction.ts │ │ │ └── uuid.ts │ ├── debug │ │ └── stats │ │ │ ├── Stats.ts │ │ │ └── StatsView.tsx │ ├── demo │ │ ├── DemoConfig.tsx │ │ ├── DemoErrorFallback.tsx │ │ ├── DemoSuspenseFallback.tsx │ │ ├── SAM2DemoApp.tsx │ │ └── atoms.ts │ ├── graphql │ │ ├── RelayEnvironment.ts │ │ ├── RelayEnvironmentProvider.tsx │ │ ├── errors │ │ │ ├── CreateFilmstripError.ts │ │ │ ├── DrawFrameError.ts │ │ │ └── WebGLContextError.ts │ │ └── fetchGraphQL.ts │ ├── jscocotools │ │ └── mask.ts │ ├── layouts │ │ ├── DemoPageLayout.tsx │ │ └── RootLayout.tsx │ ├── main.tsx │ ├── routes │ │ ├── DemoPage.tsx │ │ ├── DemoPageWrapper.tsx │ │ ├── PageNotFoundPage.tsx │ │ └── __generated__ │ │ │ └── DemoPageQuery.graphql.ts │ ├── settings │ │ ├── ApprovableInput.tsx │ │ ├── SAM2Settings.tsx │ │ ├── SettingsContextProvider.tsx │ │ ├── SettingsModal.tsx │ │ ├── SettingsReducer.ts │ │ └── useSettingsContext.tsx │ ├── theme │ │ ├── colors.ts │ │ ├── gradientStyle.ts │ │ └── tokens.stylex.ts │ ├── types │ │ └── mp4box │ │ │ └── index.d.ts │ └── vite-env.d.ts │ ├── tailwind.config.js │ ├── tsconfig.json │ ├── tsconfig.node.json │ ├── vite.config.ts │ └── yarn.lock ├── docker-compose.yaml ├── notebooks ├── automatic_mask_generator_example.ipynb └── images │ ├── cars.jpg │ ├── groceries.jpg │ └── truck.jpg ├── pyproject.toml ├── sam2 ├── __init__.py ├── automatic_mask_generator.py ├── benchmark.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_training │ │ └── sam2.1_hiera_b+_MOSE_finetune.yaml │ └── sam2 │ │ ├── sam2_hiera_b+.yaml │ │ ├── sam2_hiera_l.yaml │ │ ├── sam2_hiera_s.yaml │ │ └── sam2_hiera_t.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 │ │ ├── prompt_encoder.py │ │ └── transformer.py │ ├── sam2_base.py │ └── sam2_utils.py ├── sam2_hiera_b+.yaml ├── sam2_hiera_l.yaml ├── sam2_hiera_s.yaml ├── sam2_hiera_t.yaml ├── sam2_image_predictor.py ├── sam2_video_predictor.py ├── sam2_video_predictor_legacy.py └── utils │ ├── __init__.py │ ├── amg.py │ ├── misc.py │ └── transforms.py ├── sav_dataset ├── LICENSE ├── LICENSE_DAVIS ├── LICENSE_VOS_BENCHMARK ├── README.md ├── example │ ├── sav_000001.mp4 │ ├── sav_000001_auto.json │ └── sav_000001_manual.json ├── requirements.txt ├── sav_evaluator.py ├── sav_visualization_example.ipynb └── utils │ ├── sav_benchmark.py │ └── sav_utils.py ├── setup.py ├── tools ├── README.md └── vos_inference.py └── training ├── README.md ├── __init__.py ├── assets ├── MOSE_sample_train_list.txt └── MOSE_sample_val_list.txt ├── dataset ├── __init__.py ├── sam2_datasets.py ├── transforms.py ├── utils.py ├── vos_dataset.py ├── vos_raw_dataset.py ├── vos_sampler.py └── vos_segment_loader.py ├── loss_fns.py ├── model ├── __init__.py └── sam2.py ├── optimizer.py ├── scripts └── sav_frame_extraction_submitit.py ├── train.py ├── trainer.py └── utils ├── __init__.py ├── checkpoint_utils.py ├── data_utils.py ├── distributed.py ├── logger.py └── train_utils.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VoyagerXvoyagerx/InstructSAM/HEAD/.gitignore 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