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SotA/Computer Vision/Semi-Supervised Video Object Segmentation

Semi-Supervised Video Object Segmentation

86 benchmarks147 papers

The semi-supervised scenario assumes the user inputs a full mask of the object(s) of interest in the first frame of a video sequence. Methods have to produce the segmentation mask for that object(s) in the subsequent frames.

Benchmarks

Semi-Supervised Video Object Segmentation on DAVIS 2017 (val)

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

Semi-Supervised Video Object Segmentation on DAVIS 2016

J&FJaccard (Mean)F-measure (Mean)Jaccard (Decay)Jaccard (Recall)F-measure (Recall)F-measure (Decay)Speed (FPS)

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

J&FJaccard (Mean)F-measure (Mean)Jaccard (Decay)Jaccard (Recall)F-measure (Recall)F-measure (Decay)FPS

Semi-Supervised Video Object Segmentation on YouTube-VOS 2018

F-Measure (Seen)OverallJaccard (Seen)F-Measure (Unseen)Jaccard (Unseen)Speed (FPS)Params(M)Speed (FPS)

Semi-Supervised 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)

Semi-Supervised Video Object Segmentation on YouTube-VOS 2019

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

Semi-Supervised Video Object Segmentation on VOT2020

EAOEAO (real-time)

Semi-Supervised Video Object Segmentation on MOSE

J&FJFFPS

Semi-Supervised Video Object Segmentation on Long Video Dataset

J&FJF

Semi-Supervised Video Object Segmentation on YouTube

mIoU

Semi-Supervised Video Object Segmentation on BURST-test

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

Semi-Supervised Video Object Segmentation on BURST-val

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

Semi-Supervised Video Object Segmentation on DAVIS-2017

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

Semi-Supervised Video Object Segmentation on DAVIS 2017

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

Semi-Supervised Video Object Segmentation on DAVIS-2016

Speed (FPS)

Semi-Supervised Video Object Segmentation on Long Video Dataset (3X)

J&FJF

Semi-Supervised Video Object Segmentation on YouTube-VOS

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