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-1BATMANJaccard: 78.4F-measure: 86.1Mean Jaccard & F-Measure: 82.2
video-object-segmentation-on-davis-2017-test-1CFBIJaccard: 71.4F-measure: 78.7Mean Jaccard & F-Measure: 75
video-object-segmentation-on-davis-2017-test-1CFBI+Jaccard: 71.6Mean Jaccard & F-Measure: 75.6
video-object-segmentation-on-davis-2017-test-1KMNJaccard: 74.1F-measure: 80.3Mean Jaccard & F-Measure: 77.2
video-object-segmentation-on-davis-2017-test-1LCMJaccard: 74.4F-measure: 81.8Mean Jaccard & F-Measure: 78.1
video-object-segmentation-on-davis-2017-test-1RMNJaccard: 71.9F-measure: 78.1
video-object-segmentation-on-davis-2017-test-1STCNJaccard: 72.7F-measure: 79.6Mean Jaccard & F-Measure: 76.1
video-object-segmentation-on-davis-2017-test-1TransVOSJaccard: 73F-measure: 80.9Mean Jaccard & F-Measure: 76.9
video-object-segmentation-on-davis-2017-valAFB-URRMean Jaccard & F-Measure: 74.6F-measure: 76.1Jaccard: 73
video-object-segmentation-on-davis-2017-valAOTMean Jaccard & F-Measure: 84.9F-measure: 87.5Jaccard: 82.3
video-object-segmentation-on-davis-2017-valBATMANMean Jaccard & F-Measure: 86.2F-measure: 89.3
video-object-segmentation-on-davis-2017-valCFBIMean 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-valKMNMean Jaccard & F-Measure: 82.8F-measure: 85.6Jaccard: 80
video-object-segmentation-on-davis-2017-valLCMF-measure: 86.5Jaccard: 80.5
video-object-segmentation-on-davis-2017-valLWLMean Jaccard & F-Measure: 81.6F-measure: 84.1Jaccard: 79.1
video-object-segmentation-on-davis-2017-valRMNMean Jaccard & F-Measure: 83.5F-measure: 86Jaccard: 81
video-object-segmentation-on-davis-2017-valRPCMVOSMean Jaccard & F-Measure: 83.7Jaccard: 81.3
video-object-segmentation-on-davis-2017-valSSTMean Jaccard & F-Measure: 82.5F-measure: 85.1Jaccard: 79.9
video-object-segmentation-on-davis-2017-valSTCNMean Jaccard & F-Measure: 85.4F-measure: 88.6Jaccard: 82.2
video-object-segmentation-on-davis-2017-valSTMF-measure: 84.3Jaccard: 79.2
video-object-segmentation-on-davis-2017-valTransVOSMean Jaccard & F-Measure: 83.9F-measure: 86.4Jaccard: 81.4
video-object-segmentation-on-youtube-vos-1AFB-URRMean Jaccard & F-Measure: 79.6Jaccard (Seen): 78.8
video-object-segmentation-on-youtube-vos-1AOTMean Jaccard & F-Measure: 84.1Jaccard (Seen): 83.7
video-object-segmentation-on-youtube-vos-1CFBIJaccard (Seen): 81.1F-Measure (Seen): 85.8
video-object-segmentation-on-youtube-vos-1CFBI+Mean Jaccard & F-Measure: 82.8Jaccard (Seen): 81.8
video-object-segmentation-on-youtube-vos-1KMNMean Jaccard & F-Measure: 81.4Jaccard (Seen): 81.4
video-object-segmentation-on-youtube-vos-1LCMMean Jaccard & F-Measure: 82Jaccard (Seen): 82.2
video-object-segmentation-on-youtube-vos-1LWLMean Jaccard & F-Measure: 81.5Jaccard (Seen): 80.4
video-object-segmentation-on-youtube-vos-1RMNJaccard (Seen): 82.1Jaccard (Unseen): 75.7F-Measure (Seen): 85.7
video-object-segmentation-on-youtube-vos-1RPCMVOSMean Jaccard & F-Measure: 84Jaccard (Seen): 83.1
video-object-segmentation-on-youtube-vos-1SSTMean Jaccard & F-Measure: 81.7Jaccard (Seen): 81.2
video-object-segmentation-on-youtube-vos-1STCNMean Jaccard & F-Measure: 83Jaccard (Seen): 81.9
video-object-segmentation-on-youtube-vos-1STMMean Jaccard & F-Measure: 79.4Jaccard (Seen): 79.7
video-object-segmentation-on-youtube-vos-1TransVOSMean Jaccard & F-Measure: 81.8Jaccard (Seen): 82Jaccard (Unseen): 75
video-object-segmentation-on-youtube-vos-2019-2BATMANMean Jaccard & F-Measure: 85Jaccard (Seen): 84.5Jaccard (Unseen): 79
video-object-segmentation-on-youtube-vos-2019-2CFBIMean Jaccard & F-Measure: 81Jaccard (Seen): 80.6
visual-object-tracking-on-youtube-vosCFBIF-Measure (Unseen): 83.4
visual-object-tracking-on-youtube-vosKMNJaccard (Unseen): 75.3
visual-object-tracking-on-youtube-vosRMNJaccard (Unseen): 75.7
visual-object-tracking-on-youtube-vosTransVOSF-Measure (Seen): 86.7F-Measure (Unseen): 83.4