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SotA/Computer Vision/Video Object Segmentation

Video Object Segmentation

181 benchmarks551 papers

Video object segmentation is a binary labeling problem aiming to separate foreground object(s) from the background region of a video.

For leaderboards please refer to the different subtasks.

Benchmarks

Video Object Segmentation on DAVIS 2016

Jaccard (Mean)J&FF-measure (Mean)Jaccard (Decay)Jaccard (Recall)F-measure (Recall)F-measure (Decay)Speed (FPS)F-ScoremIoUContour Accuracy

Video Object Segmentation on DAVIS 2017 (val)

J&FF-measure (Mean)Jaccard (Mean)Jaccard (Recall)F-measure (Recall)Speed (FPS)Jaccard (Decay)Params(M)F-measure (Decay)F-measureJaccardMean Jaccard & F-Measure

Video Object Segmentation on YouTube-VOS 2018

Jaccard (Seen)F-Measure (Seen)F-Measure (Unseen)Jaccard (Unseen)OverallSpeed (FPS)Params(M)Speed (FPS)Mean Jaccard & F-Measure

Video Object Segmentation on DAVIS 2017 (test-dev)

J&FJaccard (Mean)F-measure (Mean)Jaccard (Decay)Jaccard (Recall)F-measure (Recall)F-measure (Decay)FPSJaccardF-measureMean Jaccard & F-Measure

Video Object Segmentation on YouTube-VOS 2019

Jaccard (Seen)Jaccard (Unseen)F-Measure (Seen)F-Measure (Unseen)OverallMean Jaccard & F-MeasureFPSJ&FJ score (unseen)

Video Object Segmentation on DAVIS (no YouTube-VOS training)

D17 val (G)D17 val (J)D17 val (F)FPSD16 val (G)D16 val (J)D16 val (F)D17 test (G)D17 test (J)D17 test (F)

Video Object Segmentation on DAVIS 2016 val

GJF

Video Object Segmentation on VOT2020

EAOEAO (real-time)

Video Object Segmentation on MOSE

J&FJFFPS

Video Object Segmentation on Refer-YouTube-VOS

J&FJF

Video Object Segmentation on FBMS-59

S-MeasureMAX F-MEASUREAVERAGE MAEMAX E-MEASUREmIoU

Video Object Segmentation on MeViS

J&FJF

Video Object Segmentation on YouTube-Objects

J

Video Object Segmentation on FBMS test

J

Video Object Segmentation on DAVIS-2016

S-MeasureAVERAGE MAEMAX E-MEASUREMAX F-MEASURESpeed (FPS)

Video Object Segmentation on Ref-DAVIS17

J&FJF

Video Object Segmentation on ViSal

S-Measuremax E-measureAverage MAE

Video Object Segmentation on DAVSOD-easy35

S-MeasureAverage MAEmax E-Measuremax F-Measure

Video Object Segmentation on ReVOS

J&FJFR

Video Object Segmentation on VOS-T

S-Measuremax E-measureAverage MAE

Video Object Segmentation on DAVSOD-Difficult20

S-Measuremax E-measureAverage MAE

Video Object Segmentation on DAVSOD-Normal25

S-Measuremax E-measureAverage MAE

Video Object Segmentation on Long Video Dataset

J&FJF

Video Object Segmentation on MCL

S-MeasureMAX E-MEASUREAVERAGE MAEMAX F-MEASURE

Video Object Segmentation on SegTrack v2

S-MeasureAVERAGE MAEmax E-measureMean IoUMAX F-MEASUREJaccard (Mean)

Video Object Segmentation on UVSD

S-Measuremax E-measureAverage MAE

Video Object Segmentation on BURST-val

HOTA (all)mAP (all)HOTA (com)mAP (com)HOTA (unc)mAP (unc)HOTA (common)HOTA (uncommon)

Video Object Segmentation on Long-RVOS

J&FtIoUvIoU

Video Object Segmentation on DAVIS 2017

AUC-JJ@60sAUC-J&FJ&F@60sJ&FJaccard (Mean)mIoUF-ScoreF-measure (Decay)F-measure (Mean)F-measure (Recall)Jaccard (Decay)Jaccard (Recall)

Video Object Segmentation on YouTube

mIoUAverage

Video Object Segmentation on M$^3$-VOS

Average IOU

Video Object Segmentation on BURST-test

HOTA (all)HOTA (common)HOTA (uncommon)

Video Object Segmentation on DAVIS-2017

F-measure (Mean)J&FJaccard (Mean)Speed (FPS)

Video Object Segmentation on DAVIS-2017 (test-dev)

Mean Jaccard & F-MeasureJaccardF-measure

Video Object Segmentation on BURST

HOTA (all)mAP (all)HOTA (com)mAP (com)HOTA (unc)mAP (unc)

Video Object Segmentation on FBMS

F-ScoreJaccard (Mean)

Video Object Segmentation on Long Video Dataset (3X)

J&FJF

Video Object Segmentation on SegTrack-v2

mIoU

Video Object Segmentation on YouTube-VOS

F-Measure (Seen)F-Measure (Unseen)Jaccard (Seen)Jaccard (Unseen)