SOTAVerified

Video Object Segmentation

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.

Papers

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Showing 176–200 of 551 papers

TitleStatusHype
Learning to Learn Better for Video Object SegmentationCode1
Self-Supervised Unseen Object Instance Segmentation via Long-Term Robot InteractionCode1
Hierarchical Memory Matching Network for Video Object SegmentationCode1
Isomer: Isomerous Transformer for Zero-shot Video Object SegmentationCode1
HODOR: High-level Object Descriptors for Object Re-segmentation in Video Learned from Static ImagesCode1
Make One-Shot Video Object Segmentation Efficient AgainCode1
MATNet: Motion-Attentive Transition Network for Zero-Shot Video Object SegmentationCode1
DC-SAM: In-Context Segment Anything in Images and Videos via Dual ConsistencyCode1
End-to-End Video Matting With Trimap PropagationCode1
End-to-End Semi-Supervised Learning for Video Action DetectionCode1
Associating Objects with Transformers for Video Object SegmentationCode1
BURST: A Benchmark for Unifying Object Recognition, Segmentation and Tracking in VideoCode1
Learning Video Object Segmentation from Unlabeled VideosCode1
A Transductive Approach for Video Object SegmentationCode1
End-to-End Referring Video Object Segmentation with Multimodal TransformersCode1
Emerging Properties in Self-Supervised Vision TransformersCode1
M^3-VOS: Multi-Phase, Multi-Transition, and Multi-Scenery Video Object SegmentationCode1
Referring Video Object Segmentation via Language-aligned Track SelectionCode1
Temporally Consistent Referring Video Object Segmentation with Hybrid MemoryCode1
Integrating Boxes and Masks: A Multi-Object Framework for Unified Visual Tracking and SegmentationCode1
Delving into the Cyclic Mechanism in Semi-supervised Video Object SegmentationCode1
Interactive Video Object Segmentation Using Global and Local Transfer ModulesCode1
Dense Unsupervised Learning for Video SegmentationCode1
Depth-aware Test-Time Training for Zero-shot Video Object SegmentationCode1
Towards Robust Video Object Segmentation with Adaptive Object CalibrationCode1
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All datasetsDAVIS 2016DAVIS 2017 (val)YouTube-VOS 2018DAVIS-2017 (test-dev)YouTube-VOS 2019DAVIS 2017M^3-VOSFBMSYouTubeFBMS-59MOSESegTrack-v2

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1AOC-MF (val)F-Score94.7—Unverified
2ISVOS (BL30K, MS)J&F93.4—Unverified
3XMem (BL30K, MS)J&F93.3—Unverified
4BATMAN (val)J&F92.5—Unverified
5STCN (val)J&F91.6—Unverified
6XMemJ&F91.5—Unverified
7MobileVOS (val)J&F91.4—Unverified
8AOT (val)J&F91.1—Unverified
9LCM (val)J&F90.7—Unverified
10RPCMVOS (val)J&F90.6—Unverified
#ModelMetricClaimedVerifiedStatus
1XMem (BLK30K, MS)Mean Jaccard & F-Measure89.5—Unverified
2LCMF-measure86.5—Unverified
3XMemMean Jaccard & F-Measure86.2—Unverified
4BATMANMean Jaccard & F-Measure86.2—Unverified
5STCNMean Jaccard & F-Measure85.4—Unverified
6AOTMean Jaccard & F-Measure84.9—Unverified
7STMF-measure84.3—Unverified
8TransVOSMean Jaccard & F-Measure83.9—Unverified
9RPCMVOSMean Jaccard & F-Measure83.7—Unverified
10RMNMean Jaccard & F-Measure83.5—Unverified
#ModelMetricClaimedVerifiedStatus
1XMem (BL30K, MS)Mean Jaccard & F-Measure86.9—Unverified
2AOTMean Jaccard & F-Measure84.1—Unverified
3RPCMVOSMean Jaccard & F-Measure84—Unverified
4STCNMean Jaccard & F-Measure83—Unverified
5CFBI+Mean Jaccard & F-Measure82.8—Unverified
6RMNJaccard (Seen)82.1—Unverified
7LCMMean Jaccard & F-Measure82—Unverified
8TransVOSMean Jaccard & F-Measure81.8—Unverified
9SSTMean Jaccard & F-Measure81.7—Unverified
10LWLMean Jaccard & F-Measure81.5—Unverified
#ModelMetricClaimedVerifiedStatus
1XMem (BL30K, MS)Mean Jaccard & F-Measure83.7—Unverified
2XMemMean Jaccard & F-Measure81—Unverified
3BATMANJaccard78.4—Unverified
4AOTJaccard75.9—Unverified
5RPCMVOSJaccard75.8—Unverified
6LCMJaccard74.4—Unverified
7KMNJaccard74.1—Unverified
8TransVOSJaccard73—Unverified
9STCNJaccard72.7—Unverified
10RMNJaccard71.9—Unverified
#ModelMetricClaimedVerifiedStatus
1XMem (BL30K,MS)Mean Jaccard & F-Measure86.8—Unverified
2XMemMean Jaccard & F-Measure85.5—Unverified
3BATMANMean Jaccard & F-Measure85—Unverified
4AOTMean Jaccard & F-Measure84.1—Unverified
5RPCMVOSMean Jaccard & F-Measure83.9—Unverified
6MobileVOSMean Jaccard & F-Measure83.3—Unverified
7STCNMean Jaccard & F-Measure82.7—Unverified
8CFBI+Mean Jaccard & F-Measure82.6—Unverified
9SSTMean Jaccard & F-Measure81.8—Unverified
10CFBIMean Jaccard & F-Measure81—Unverified
#ModelMetricClaimedVerifiedStatus
1AOC-MF (val)Jaccard (Mean)81.7—Unverified
2ViTAE-T-StageJaccard (Mean)79.4—Unverified
3DINO (ViT-B/8, ImageNet retrain)J&F71.4—Unverified
4VOSwL (Mask+Language)mIoU59—Unverified
5UniTrackmIoU58.4—Unverified
#ModelMetricClaimedVerifiedStatus
1ReVOSAverage IOU75.6—Unverified
2Cutie-baseAverage IOU74.6—Unverified
3XMemAverage IOU70.4—Unverified
4SAM 2Average IOU69.5—Unverified
#ModelMetricClaimedVerifiedStatus
1DFNetF-Score82.3—Unverified
2oursJaccard (Mean)76.7—Unverified
#ModelMetricClaimedVerifiedStatus
1OursAverage74.9—Unverified
2FEELVOSmIoU0.82—Unverified
#ModelMetricClaimedVerifiedStatus
1LOCATEmIoU68.8—Unverified
#ModelMetricClaimedVerifiedStatus
1CutieJ&F68.3—Unverified
#ModelMetricClaimedVerifiedStatus
1LOCATEmIoU79.9—Unverified