├── .gitignore ├── LICENSE ├── README.md ├── assets └── screenshot.jpg ├── data └── .gitignore ├── icons └── samurai_icon.png ├── init.py ├── lib ├── test │ ├── __init__.py │ ├── analysis │ │ ├── __init__.py │ │ ├── extract_results.py │ │ └── plot_results.py │ ├── evaluation │ │ ├── __init__.py │ │ ├── data.py │ │ ├── datasets.py │ │ ├── environment.py │ │ ├── got10kdataset.py │ │ ├── itbdataset.py │ │ ├── lasot_lmdbdataset.py │ │ ├── lasotdataset.py │ │ ├── lasotextensionsubsetdataset.py │ │ ├── local.py │ │ ├── nfsdataset.py │ │ ├── otbdataset.py │ │ ├── running.py │ │ ├── tc128cedataset.py │ │ ├── tc128dataset.py │ │ ├── tnl2kdataset.py │ │ ├── tracker.py │ │ ├── trackingnetdataset.py │ │ ├── uavdataset.py │ │ └── votdataset.py │ ├── parameter │ │ ├── __init__.py │ │ ├── artrack.py │ │ └── artrack_seq.py │ ├── tracker │ │ ├── __init__.py │ │ ├── artrack.py │ │ ├── artrack_seq.py │ │ ├── basetracker.py │ │ ├── data_utils.py │ │ └── vis_utils.py │ └── utils │ │ ├── __init__.py │ │ ├── _init_paths.py │ │ ├── hann.py │ │ ├── load_text.py │ │ ├── params.py │ │ ├── transform_got10k.py │ │ └── transform_trackingnet.py ├── train │ ├── __init__.py │ ├── _init_paths.py │ ├── actors │ │ ├── __init__.py │ │ ├── artrack.py │ │ ├── artrack_seq.py │ │ └── base_actor.py │ ├── admin │ │ ├── __init__.py │ │ ├── environment.py │ │ ├── local.py │ │ ├── multigpu.py │ │ ├── settings.py │ │ ├── stats.py │ │ └── tensorboard.py │ ├── base_functions.py │ ├── data │ │ ├── __init__.py │ │ ├── bounding_box_utils.py │ │ ├── image_loader.py │ │ ├── loader.py │ │ ├── processing.py │ │ ├── processing_utils.py │ │ ├── sampler.py │ │ ├── sequence_sampler.py │ │ ├── transforms.py │ │ └── wandb_logger.py │ ├── data_specs │ │ ├── README.md │ │ ├── got10k_train_full_split.txt │ │ ├── got10k_train_split.txt │ │ ├── got10k_val_split.txt │ │ ├── got10k_vot_exclude.txt │ │ ├── got10k_vot_train_split.txt │ │ ├── got10k_vot_val_split.txt │ │ ├── lasot_train_split.txt │ │ └── trackingnet_classmap.txt │ ├── dataset │ │ ├── COCO_tool.py │ │ ├── __init__.py │ │ ├── base_image_dataset.py │ │ ├── base_video_dataset.py │ │ ├── coco.py │ │ ├── coco_seq.py │ │ ├── coco_seq_lmdb.py │ │ ├── got10k.py │ │ ├── got10k_lmdb.py │ │ ├── imagenetvid.py │ │ ├── imagenetvid_lmdb.py │ │ ├── lasot.py │ │ ├── lasot_lmdb.py │ │ ├── tracking_net.py │ │ └── tracking_net_lmdb.py │ ├── run_training.py │ ├── train_script.py │ ├── train_script_distill.py │ └── trainers │ │ ├── __init__.py │ │ ├── base_trainer.py │ │ ├── ltr_seq_trainer.py │ │ └── ltr_trainer.py └── utils │ ├── __init__.py │ ├── box_ops.py │ ├── ce_utils.py │ ├── focal_loss.py │ ├── heapmap_utils.py │ ├── lmdb_utils.py │ ├── merge.py │ ├── misc.py │ ├── tensor.py │ └── variable_hook.py ├── menu.py ├── sam2_repo ├── .clang-format ├── .github │ └── workflows │ │ └── check_fmt.yml ├── .gitignore ├── .watchmanconfig ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── INSTALL.md ├── LICENSE ├── LICENSE_cctorch ├── MANIFEST.in ├── README.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 ├── 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_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 │ │ └── samurai │ │ │ ├── sam2.1_hiera_b+.yaml │ │ │ ├── sam2.1_hiera_l.yaml │ │ │ ├── sam2.1_hiera_s.yaml │ │ │ └── sam2.1_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_image_predictor.py │ ├── sam2_video_predictor.py │ └── utils │ │ ├── __init__.py │ │ ├── amg.py │ │ ├── kalman_filter.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 └── scripts ├── demo.py └── nuke_samurai.py /.gitignore: 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