TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Datasets/DAVIS

DAVIS

Densely Annotated VIdeo Segmentation

VideosUnknownIntroduced 2016-01-01

The Densely Annotation Video Segmentation dataset (DAVIS) is a high quality and high resolution densely annotated video segmentation dataset under two resolutions, 480p and 1080p. There are 50 video sequences with 3455 densely annotated frames in pixel level. 30 videos with 2079 frames are for training and 20 videos with 1376 frames are for validation.

Source: TENet: Triple Excitation Network for Video Salient Object Detection

Benchmarks

3D/PSNR3D/SSIM3D/VFID3D/Ewarp3D/LPIPS (object)3D/LPIPS (square)3D/PNSR (object)3D/SSIM (object)3D/SSIM (square)Interactive Segmentation/NoC@90Interactive Segmentation/NoC@85Interactive Segmentation/NoC@95Video/PSNRVideo/SSIMVideo Frame Interpolation/PSNRVideo Frame Interpolation/SSIMVideo Inpainting/PSNRVideo Inpainting/SSIMVideo Inpainting/VFIDVideo Inpainting/EwarpVideo Inpainting/LPIPS (object)Video Inpainting/LPIPS (square)Video Inpainting/PNSR (object)Video Inpainting/SSIM (object)Video Inpainting/SSIM (square)Visual Tracking/Average Jaccard

Related Benchmarks

DAVIS (no YouTube-VOS training)/Semi-Supervised Video Object Segmentation/D16 val (F)DAVIS (no YouTube-VOS training)/Semi-Supervised Video Object Segmentation/D16 val (G)DAVIS (no YouTube-VOS training)/Semi-Supervised Video Object Segmentation/D16 val (J)DAVIS (no YouTube-VOS training)/Semi-Supervised Video Object Segmentation/D17 test (F)DAVIS (no YouTube-VOS training)/Semi-Supervised Video Object Segmentation/D17 test (G)DAVIS (no YouTube-VOS training)/Semi-Supervised Video Object Segmentation/D17 test (J)DAVIS (no YouTube-VOS training)/Semi-Supervised Video Object Segmentation/D17 val (F)DAVIS (no YouTube-VOS training)/Semi-Supervised Video Object Segmentation/D17 val (G)DAVIS (no YouTube-VOS training)/Semi-Supervised Video Object Segmentation/D17 val (J)DAVIS (no YouTube-VOS training)/Semi-Supervised Video Object Segmentation/FPSDAVIS (no YouTube-VOS training)/Video/D16 val (F)DAVIS (no YouTube-VOS training)/Video/D16 val (G)DAVIS (no YouTube-VOS training)/Video/D16 val (J)DAVIS (no YouTube-VOS training)/Video/D17 test (F)DAVIS (no YouTube-VOS training)/Video/D17 test (G)DAVIS (no YouTube-VOS training)/Video/D17 test (J)DAVIS (no YouTube-VOS training)/Video/D17 val (F)DAVIS (no YouTube-VOS training)/Video/D17 val (G)DAVIS (no YouTube-VOS training)/Video/D17 val (J)DAVIS (no YouTube-VOS training)/Video/FPSDAVIS (no YouTube-VOS training)/Video Object Segmentation/D16 val (F)DAVIS (no YouTube-VOS training)/Video Object Segmentation/D16 val (G)DAVIS (no YouTube-VOS training)/Video Object Segmentation/D16 val (J)DAVIS (no YouTube-VOS training)/Video Object Segmentation/D17 test (F)DAVIS (no YouTube-VOS training)/Video Object Segmentation/D17 test (G)DAVIS (no YouTube-VOS training)/Video Object Segmentation/D17 test (J)DAVIS (no YouTube-VOS training)/Video Object Segmentation/D17 val (F)DAVIS (no YouTube-VOS training)/Video Object Segmentation/D17 val (G)DAVIS (no YouTube-VOS training)/Video Object Segmentation/D17 val (J)DAVIS (no YouTube-VOS training)/Video Object Segmentation/FPSDAVIS 2016/Instance Segmentation/J scoreDAVIS 2016/Semi-Supervised Video Object Segmentation/F-measure (Decay)DAVIS 2016/Semi-Supervised Video Object Segmentation/F-measure (Mean)DAVIS 2016/Semi-Supervised Video Object Segmentation/F-measure (Recall)DAVIS 2016/Semi-Supervised Video Object Segmentation/J&FDAVIS 2016/Semi-Supervised Video Object Segmentation/Jaccard (Decay)DAVIS 2016/Semi-Supervised Video Object Segmentation/Jaccard (Mean)DAVIS 2016/Semi-Supervised Video Object Segmentation/Jaccard (Recall)DAVIS 2016/Semi-Supervised Video Object Segmentation/Speed (FPS)DAVIS 2016/Unsupervised Object Segmentation/J scoreDAVIS 2016/Video/Contour AccuracyDAVIS 2016/Video/F-ScoreDAVIS 2016/Video/F-measure (Decay)DAVIS 2016/Video/F-measure (Mean)DAVIS 2016/Video/F-measure (Recall)DAVIS 2016/Video/J&FDAVIS 2016/Video/Jaccard (Decay)DAVIS 2016/Video/Jaccard (Mean)DAVIS 2016/Video/Jaccard (Recall)DAVIS 2016/Video/Speed (FPS)DAVIS 2016/Video/mIoUDAVIS 2016/Video Object Segmentation/Contour AccuracyDAVIS 2016/Video Object Segmentation/F-ScoreDAVIS 2016/Video Object Segmentation/F-measure (Decay)DAVIS 2016/Video Object Segmentation/F-measure (Mean)DAVIS 2016/Video Object Segmentation/F-measure (Recall)DAVIS 2016/Video Object Segmentation/J&FDAVIS 2016/Video Object Segmentation/Jaccard (Decay)DAVIS 2016/Video Object Segmentation/Jaccard (Mean)DAVIS 2016/Video Object Segmentation/Jaccard (Recall)DAVIS 2016/Video Object Segmentation/Speed (FPS)DAVIS 2016/Video Object Segmentation/mIoUDAVIS 2016 val/Video/FDAVIS 2016 val/Video/GDAVIS 2016 val/Video/JDAVIS 2016 val/Video Object Segmentation/FDAVIS 2016 val/Video Object Segmentation/GDAVIS 2016 val/Video Object Segmentation/JDAVIS 2017/Semi-Supervised Video Object Segmentation/F-measure (Decay)DAVIS 2017/Semi-Supervised Video Object Segmentation/F-measure (Mean)DAVIS 2017/Semi-Supervised Video Object Segmentation/F-measure (Recall)DAVIS 2017/Semi-Supervised Video Object Segmentation/J&FDAVIS 2017/Semi-Supervised Video Object Segmentation/Jaccard (Decay)DAVIS 2017/Semi-Supervised Video Object Segmentation/Jaccard (Mean)DAVIS 2017/Semi-Supervised Video Object Segmentation/Jaccard (Recall)DAVIS 2017/Video/AUC-JDAVIS 2017/Video/AUC-J&FDAVIS 2017/Video/F-ScoreDAVIS 2017/Video/F-measure (Decay)DAVIS 2017/Video/F-measure (Mean)DAVIS 2017/Video/F-measure (Recall)DAVIS 2017/Video/J&FDAVIS 2017/Video/J&F@60sDAVIS 2017/Video/J@60sDAVIS 2017/Video/Jaccard (Decay)DAVIS 2017/Video/Jaccard (Mean)DAVIS 2017/Video/Jaccard (Recall)DAVIS 2017/Video/LPIPSDAVIS 2017/Video/MS-SSIMDAVIS 2017/Video/mIoUDAVIS 2017/Video Object Segmentation/AUC-JDAVIS 2017/Video Object Segmentation/AUC-J&FDAVIS 2017/Video Object Segmentation/F-ScoreDAVIS 2017/Video Object Segmentation/F-measure (Decay)DAVIS 2017/Video Object Segmentation/F-measure (Mean)DAVIS 2017/Video Object Segmentation/F-measure (Recall)DAVIS 2017/Video Object Segmentation/J&FDAVIS 2017/Video Object Segmentation/J&F@60sDAVIS 2017/Video Object Segmentation/J@60sDAVIS 2017/Video Object Segmentation/Jaccard (Decay)DAVIS 2017/Video Object Segmentation/Jaccard (Mean)DAVIS 2017/Video Object Segmentation/Jaccard (Recall)DAVIS 2017/Video Object Segmentation/mIoUDAVIS 2017/Video Prediction/LPIPSDAVIS 2017/Video Prediction/MS-SSIMDAVIS 2017 (bmx-trees)/Video/AUCDAVIS 2017 (boxing-fisheye)/Video/AUCDAVIS 2017 (breakdance-flare)/Video/AUCDAVIS 2017 (continuousPan)/Video/AUCDAVIS 2017 (dog-gooses)/Video/AUCDAVIS 2017 (flamingo)/Video/AUCDAVIS 2017 (horsejump-high)/Video/AUCDAVIS 2017 (sidewalk)/Video/AUCDAVIS 2017 (stroller)/Video/AUCDAVIS 2017 (stunt)/Video/AUCDAVIS 2017 (swing)/Video/AUCDAVIS 2017 (tennis)/Video/AUCDAVIS 2017 (test-dev)/Semi-Supervised Video Object Segmentation/F-measure (Decay)DAVIS 2017 (test-dev)/Semi-Supervised Video Object Segmentation/F-measure (Mean)DAVIS 2017 (test-dev)/Semi-Supervised Video Object Segmentation/F-measure (Recall)DAVIS 2017 (test-dev)/Semi-Supervised Video Object Segmentation/FPSDAVIS 2017 (test-dev)/Semi-Supervised Video Object Segmentation/J&FDAVIS 2017 (test-dev)/Semi-Supervised Video Object Segmentation/Jaccard (Decay)DAVIS 2017 (test-dev)/Semi-Supervised Video Object Segmentation/Jaccard (Mean)DAVIS 2017 (test-dev)/Semi-Supervised Video Object Segmentation/Jaccard (Recall)DAVIS 2017 (test-dev)/Video/F-measureDAVIS 2017 (test-dev)/Video/F-measure (Decay)DAVIS 2017 (test-dev)/Video/F-measure (Mean)DAVIS 2017 (test-dev)/Video/F-measure (Recall)DAVIS 2017 (test-dev)/Video/FPSDAVIS 2017 (test-dev)/Video/J&FDAVIS 2017 (test-dev)/Video/JaccardDAVIS 2017 (test-dev)/Video/Jaccard (Decay)DAVIS 2017 (test-dev)/Video/Jaccard (Mean)DAVIS 2017 (test-dev)/Video/Jaccard (Recall)DAVIS 2017 (test-dev)/Video/Mean Jaccard & F-MeasureDAVIS 2017 (test-dev)/Video Object Segmentation/F-measureDAVIS 2017 (test-dev)/Video Object Segmentation/F-measure (Decay)DAVIS 2017 (test-dev)/Video Object Segmentation/F-measure (Mean)DAVIS 2017 (test-dev)/Video Object Segmentation/F-measure (Recall)DAVIS 2017 (test-dev)/Video Object Segmentation/FPSDAVIS 2017 (test-dev)/Video Object Segmentation/J&FDAVIS 2017 (test-dev)/Video Object Segmentation/JaccardDAVIS 2017 (test-dev)/Video Object Segmentation/Jaccard (Decay)DAVIS 2017 (test-dev)/Video Object Segmentation/Jaccard (Mean)DAVIS 2017 (test-dev)/Video Object Segmentation/Jaccard (Recall)DAVIS 2017 (test-dev)/Video Object Segmentation/Mean Jaccard & F-MeasureDAVIS 2017 (val)/Instance Segmentation/J&F 1st frameDAVIS 2017 (val)/Instance Segmentation/J&F Full videoDAVIS 2017 (val)/Instance Segmentation/J&F scoreDAVIS 2017 (val)/Instance Segmentation/Zero-Shot TransferDAVIS 2017 (val)/Referring Expression Segmentation/J&F 1st frameDAVIS 2017 (val)/Referring Expression Segmentation/J&F Full videoDAVIS 2017 (val)/Referring Expression Segmentation/J&F scoreDAVIS 2017 (val)/Referring Expression Segmentation/Zero-Shot TransferDAVIS 2017 (val)/Semi-Supervised Video Object Segmentation/F-measure (Decay)DAVIS 2017 (val)/Semi-Supervised Video Object Segmentation/F-measure (Mean)DAVIS 2017 (val)/Semi-Supervised Video Object Segmentation/F-measure (Recall)DAVIS 2017 (val)/Semi-Supervised Video Object Segmentation/J&FDAVIS 2017 (val)/Semi-Supervised Video Object Segmentation/Jaccard (Decay)DAVIS 2017 (val)/Semi-Supervised Video Object Segmentation/Jaccard (Mean)DAVIS 2017 (val)/Semi-Supervised Video Object Segmentation/Jaccard (Recall)DAVIS 2017 (val)/Semi-Supervised Video Object Segmentation/Params(M)DAVIS 2017 (val)/Semi-Supervised Video Object Segmentation/Speed (FPS)DAVIS 2017 (val)/Video/F-measureDAVIS 2017 (val)/Video/F-measure (Decay)DAVIS 2017 (val)/Video/F-measure (Mean)DAVIS 2017 (val)/Video/F-measure (Recall)DAVIS 2017 (val)/Video/J&FDAVIS 2017 (val)/Video/JaccardDAVIS 2017 (val)/Video/Jaccard (Decay)DAVIS 2017 (val)/Video/Jaccard (Mean)DAVIS 2017 (val)/Video/Jaccard (Recall)DAVIS 2017 (val)/Video/Mean Jaccard & F-MeasureDAVIS 2017 (val)/Video/Params(M)DAVIS 2017 (val)/Video/Speed (FPS)DAVIS 2017 (val)/Video Object Segmentation/F-measureDAVIS 2017 (val)/Video Object Segmentation/F-measure (Decay)DAVIS 2017 (val)/Video Object Segmentation/F-measure (Mean)DAVIS 2017 (val)/Video Object Segmentation/F-measure (Recall)DAVIS 2017 (val)/Video Object Segmentation/J&FDAVIS 2017 (val)/Video Object Segmentation/JaccardDAVIS 2017 (val)/Video Object Segmentation/Jaccard (Decay)DAVIS 2017 (val)/Video Object Segmentation/Jaccard (Mean)DAVIS 2017 (val)/Video Object Segmentation/Jaccard (Recall)DAVIS 2017 (val)/Video Object Segmentation/Mean Jaccard & F-MeasureDAVIS 2017 (val)/Video Object Segmentation/Params(M)DAVIS 2017 (val)/Video Object Segmentation/Speed (FPS)DAVIS 2017 (zoomInZoomOut)/Video/AUCDAVIS sigma10/Video/PSNRDAVIS sigma20/Video/PSNRDAVIS sigma30/Video/PSNRDAVIS sigma40/Video/PSNRDAVIS sigma50/Video/PSNRDAVIS-2016/16k/AVERAGE MAEDAVIS-2016/16k/MAX E-MEASUREDAVIS-2016/16k/MAX F-MEASUREDAVIS-2016/16k/S-MeasureDAVIS-2016/2D Classification/AVERAGE MAEDAVIS-2016/2D Classification/MAX E-MEASUREDAVIS-2016/2D Classification/MAX F-MEASUREDAVIS-2016/2D Classification/S-MeasureDAVIS-2016/2D Object Detection/AVERAGE MAEDAVIS-2016/2D Object Detection/MAX E-MEASUREDAVIS-2016/2D Object Detection/MAX F-MEASUREDAVIS-2016/2D Object Detection/S-MeasureDAVIS-2016/3D/AVERAGE MAEDAVIS-2016/3D/MAX E-MEASUREDAVIS-2016/3D/MAX F-MEASUREDAVIS-2016/3D/S-MeasureDAVIS-2016/Object Detection/AVERAGE MAEDAVIS-2016/Object Detection/MAX E-MEASUREDAVIS-2016/Object Detection/MAX F-MEASUREDAVIS-2016/Object Detection/S-MeasureDAVIS-2016/RGB Salient Object Detection/AVERAGE MAEDAVIS-2016/RGB Salient Object Detection/MAX E-MEASUREDAVIS-2016/RGB Salient Object Detection/MAX F-MEASUREDAVIS-2016/RGB Salient Object Detection/S-MeasureDAVIS-2016/Semi-Supervised Video Object Segmentation/Speed (FPS)DAVIS-2016/Video/AVERAGE MAEDAVIS-2016/Video/MAX E-MEASUREDAVIS-2016/Video/MAX F-MEASUREDAVIS-2016/Video/S-MeasureDAVIS-2016/Video/Speed (FPS)DAVIS-2016/Video Object Segmentation/AVERAGE MAEDAVIS-2016/Video Object Segmentation/MAX E-MEASUREDAVIS-2016/Video Object Segmentation/MAX F-MEASUREDAVIS-2016/Video Object Segmentation/S-MeasureDAVIS-2016/Video Object Segmentation/Speed (FPS)DAVIS-2017/Semi-Supervised Video Object Segmentation/F-measure (Mean)DAVIS-2017/Semi-Supervised Video Object Segmentation/J&FDAVIS-2017/Semi-Supervised Video Object Segmentation/Jaccard (Mean)DAVIS-2017/Semi-Supervised Video Object Segmentation/Speed (FPS)DAVIS-2017/Video/F-measure (Mean)DAVIS-2017/Video/J&FDAVIS-2017/Video/Jaccard (Mean)DAVIS-2017/Video/Speed (FPS)DAVIS-2017/Video Object Segmentation/F-measure (Mean)DAVIS-2017/Video Object Segmentation/J&FDAVIS-2017/Video Object Segmentation/Jaccard (Mean)DAVIS-2017/Video Object Segmentation/Speed (FPS)DAVIS-2017 (test-dev)/Video/F-measureDAVIS-2017 (test-dev)/Video/JaccardDAVIS-2017 (test-dev)/Video/Mean Jaccard & F-MeasureDAVIS-2017 (test-dev)/Video Object Segmentation/F-measureDAVIS-2017 (test-dev)/Video Object Segmentation/JaccardDAVIS-2017 (test-dev)/Video Object Segmentation/Mean Jaccard & F-MeasureDAVIS-585/Interactive Segmentation/NoC@85DAVIS-585/Interactive Segmentation/NoC@90DAVIS-DTA/Drug Discovery/CIDAVIS-DTA/Drug Discovery/MSEDAVIS-DTA/Language Modelling/CIDAVIS-S/16k/F-measureDAVIS-S/16k/MAEDAVIS-S/16k/S-measureDAVIS-S/16k/mBADAVIS-S/2D Classification/F-measureDAVIS-S/2D Classification/MAEDAVIS-S/2D Classification/S-measureDAVIS-S/2D Classification/mBADAVIS-S/2D Object Detection/F-measureDAVIS-S/2D Object Detection/MAEDAVIS-S/2D Object Detection/S-measureDAVIS-S/2D Object Detection/mBADAVIS-S/3D/F-measureDAVIS-S/3D/MAEDAVIS-S/3D/S-measureDAVIS-S/3D/mBADAVIS-S/Object Detection/F-measureDAVIS-S/Object Detection/MAEDAVIS-S/Object Detection/S-measureDAVIS-S/Object Detection/mBADAVIS-S/RGB Salient Object Detection/F-measureDAVIS-S/RGB Salient Object Detection/MAEDAVIS-S/RGB Salient Object Detection/S-measureDAVIS-S/RGB Salient Object Detection/mBA

Statistics

Papers
734
Benchmarks
26

Links

Homepage

Tasks

3DInteractive SegmentationInteractive Video Object SegmentationSemantic SegmentationSemi-Supervised Video Object SegmentationVideoVideo DenoisingVideo Frame InterpolationVideo InpaintingVideo Object SegmentationVideo PredictionVisual Tracking