BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation

Benchmark Model Rank Results
video-object-segmentation-on-davis-2016AOT (val)–J&F: 91.1F-Score: 92.1Jaccard (Mean): 90.1
video-object-segmentation-on-davis-2016BATMAN (val)–J&F: 92.5F-Score: 94.2Jaccard (Mean): 90.7
video-object-segmentation-on-davis-2016CFBI (val)–J&F: 89.4F-Score: 90.5Jaccard (Mean): 88.3
video-object-segmentation-on-davis-2016CFBI+ (val)–J&F: 89.9F-Score: 91.1Jaccard (Mean): 88.7
video-object-segmentation-on-davis-2016KMN (val)–J&F: 90.5F-Score: 91.5Jaccard (Mean): 89.5
video-object-segmentation-on-davis-2016LCM (val)–J&F: 90.7F-Score: 91.4Jaccard (Mean): 89.9
video-object-segmentation-on-davis-2016RMN (val)–J&F: 88.8F-Score: 88.7Jaccard (Mean): 88.9
video-object-segmentation-on-davis-2016RPCMVOS (val)–J&F: 90.6F-Score: 94Jaccard (Mean): 87.1
video-object-segmentation-on-davis-2016STCN (val)–J&F: 91.6F-Score: 92.5Jaccard (Mean): 90.8
video-object-segmentation-on-davis-2016STM (val)–F-Score: 89.9Jaccard (Mean): 88.7
video-object-segmentation-on-davis-2016TransVOS (val)–J&F: 90.5F-Score: 91.2Jaccard (Mean): 89.8
video-object-segmentation-on-davis-2017-test-devBATMAN–Jaccard: 78.4F-measure: 86.1Mean Jaccard & F-Measure: 82.2
video-object-segmentation-on-davis-2017-test-devCFBI–Jaccard: 71.4F-measure: 78.7Mean Jaccard & F-Measure: 75
video-object-segmentation-on-davis-2017-test-devCFBI+–Jaccard: 71.6Mean Jaccard & F-Measure: 75.6
video-object-segmentation-on-davis-2017-test-devKMN–Jaccard: 74.1F-measure: 80.3Mean Jaccard & F-Measure: 77.2
video-object-segmentation-on-davis-2017-test-devLCM–Jaccard: 74.4F-measure: 81.8Mean Jaccard & F-Measure: 78.1
video-object-segmentation-on-davis-2017-test-devRMN–Jaccard: 71.9F-measure: 78.1
video-object-segmentation-on-davis-2017-test-devSTCN–Jaccard: 72.7F-measure: 79.6Mean Jaccard & F-Measure: 76.1
video-object-segmentation-on-davis-2017-test-devTransVOS–Jaccard: 73F-measure: 80.9Mean Jaccard & F-Measure: 76.9
video-object-segmentation-on-davis-2017-valAFB-URR–Mean Jaccard & F-Measure: 74.6F-measure: 76.1Jaccard: 73
video-object-segmentation-on-davis-2017-valAOT–Mean Jaccard & F-Measure: 84.9F-measure: 87.5Jaccard: 82.3
video-object-segmentation-on-davis-2017-valBATMAN–Mean Jaccard & F-Measure: 86.2F-measure: 89.3
video-object-segmentation-on-davis-2017-valCFBI–Mean Jaccard & F-Measure: 81.9F-measure: 84.5Jaccard: 79.3
video-object-segmentation-on-davis-2017-valCFBI+–Mean Jaccard & F-Measure: 82.9F-measure: 85.7Jaccard: 80.1
video-object-segmentation-on-davis-2017-valKMN–Mean Jaccard & F-Measure: 82.8F-measure: 85.6Jaccard: 80
video-object-segmentation-on-davis-2017-valLCM–F-measure: 86.5Jaccard: 80.5
video-object-segmentation-on-davis-2017-valLWL–Mean Jaccard & F-Measure: 81.6F-measure: 84.1Jaccard: 79.1
video-object-segmentation-on-davis-2017-valRMN–Mean Jaccard & F-Measure: 83.5F-measure: 86Jaccard: 81
video-object-segmentation-on-davis-2017-valRPCMVOS–Mean Jaccard & F-Measure: 83.7Jaccard: 81.3
video-object-segmentation-on-davis-2017-valSST–Mean Jaccard & F-Measure: 82.5F-measure: 85.1Jaccard: 79.9
video-object-segmentation-on-davis-2017-valSTCN–Mean Jaccard & F-Measure: 85.4F-measure: 88.6Jaccard: 82.2
video-object-segmentation-on-davis-2017-valSTM–F-measure: 84.3Jaccard: 79.2
video-object-segmentation-on-davis-2017-valTransVOS–Mean Jaccard & F-Measure: 83.9F-measure: 86.4Jaccard: 81.4
video-object-segmentation-on-youtube-vos-2018AFB-URR–Mean Jaccard & F-Measure: 79.6Jaccard (Seen): 78.8…
video-object-segmentation-on-youtube-vos-2018AOT–Mean Jaccard & F-Measure: 84.1Jaccard (Seen): 83.7…
video-object-segmentation-on-youtube-vos-2018CFBI–Jaccard (Seen): 81.1F-Measure (Seen): 85.8
video-object-segmentation-on-youtube-vos-2018CFBI+–Mean Jaccard & F-Measure: 82.8Jaccard (Seen): 81.8…
video-object-segmentation-on-youtube-vos-2018KMN–Mean Jaccard & F-Measure: 81.4Jaccard (Seen): 81.4…
video-object-segmentation-on-youtube-vos-2018LCM–Mean Jaccard & F-Measure: 82Jaccard (Seen): 82.2
video-object-segmentation-on-youtube-vos-2018LWL–Mean Jaccard & F-Measure: 81.5Jaccard (Seen): 80.4…
video-object-segmentation-on-youtube-vos-2018RMN–Jaccard (Seen): 82.1Jaccard (Unseen): 75.7F-Measure (Seen): 85.7…
video-object-segmentation-on-youtube-vos-2018RPCMVOS–Mean Jaccard & F-Measure: 84Jaccard (Seen): 83.1…
video-object-segmentation-on-youtube-vos-2018SST–Mean Jaccard & F-Measure: 81.7Jaccard (Seen): 81.2…
video-object-segmentation-on-youtube-vos-2018STCN–Mean Jaccard & F-Measure: 83Jaccard (Seen): 81.9…
video-object-segmentation-on-youtube-vos-2018STM–Mean Jaccard & F-Measure: 79.4Jaccard (Seen): 79.7…
video-object-segmentation-on-youtube-vos-2018TransVOS–Mean Jaccard & F-Measure: 81.8Jaccard (Seen): 82Jaccard (Unseen): 75…
video-object-segmentation-on-youtube-vos-2019BATMAN–Mean Jaccard & F-Measure: 85Jaccard (Seen): 84.5Jaccard (Unseen): 79…
video-object-segmentation-on-youtube-vos-2019CFBI–Mean Jaccard & F-Measure: 81Jaccard (Seen): 80.6…
visual-object-tracking-on-youtube-vos-2018CFBI–F-Measure (Unseen): 83.4
visual-object-tracking-on-youtube-vos-2018KMN–Jaccard (Unseen): 75.3
visual-object-tracking-on-youtube-vos-2018RMN–Jaccard (Unseen): 75.7
visual-object-tracking-on-youtube-vos-2018TransVOS–F-Measure (Seen): 86.7F-Measure (Unseen): 83.4