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

Showing 501–550 of 551 papers

TitleStatusHype
Mask Selection and Propagation for Unsupervised Video Object SegmentationCode0
Semi-supervised Active Learning for Video Action DetectionCode0
Discriminative Spatial-Semantic VOS Solution: 1st Place Solution for 6th LSVOSCode0
Separable Structure Modeling for Semi-supervised Video Object SegmentationCode0
Deep Extreme Cut: From Extreme Points to Object SegmentationCode0
Unsupervised Online Video Object Segmentation with Motion Property UnderstandingCode0
Shifting More Attention to Video Salient Object DetectionCode0
Video Object Segmentation With Dynamic Memory Networks and Adaptive Object AlignmentCode0
Siamese Network with Interactive Transformer for Video Object SegmentationCode0
Lucid Data Dreaming for Video Object SegmentationCode0
MHP-VOS: Multiple Hypotheses Propagation for Video Object SegmentationCode0
Unsupervised Video Object Segmentation for Deep Reinforcement LearningCode0
Boosting Video Object Segmentation based on Scale InconsistencyCode0
LSMVOS: Long-Short-Term Similarity Matching for Video ObjectCode0
LOCATE: Self-supervised Object Discovery via Flow-guided Graph-cut and Bootstrapped Self-trainingCode0
Ground-truth or DAER: Selective Re-query of Secondary InformationCode0
A 3D Convolutional Approach to Spectral Object Segmentation in Space and TimeCode0
A Generative Appearance Model for End-to-end Video Object SegmentationCode0
Adaptive Temporal Encoding Network for Video Instance-level Human ParsingCode0
Spatiotemporal CNN for Video Object SegmentationCode0
Strike the Balance: On-the-Fly Uncertainty based User Interactions for Long-Term Video Object SegmentationCode0
Learning Video Object Segmentation from Static ImagesCode0
Video Object Segmentation with Re-identificationCode0
D3S -- A Discriminative Single Shot Segmentation TrackerCode0
Learning Unsupervised Video Object Segmentation Through Visual AttentionCode0
Stable Mean Teacher for Semi-supervised Video Action DetectionCode0
Learning Cross-Modal Affinity for Referring Video Object Segmentation Targeting Limited SamplesCode0
Curriculum Learning for Recurrent Video Object SegmentationCode0
Annolid: Annotate, Segment, and Track Anything You NeedCode0
Sub-token ViT Embedding via Stochastic Resonance TransformersCode0
Wandering around: A bioinspired approach to visual attention through object motion sensitivityCode0
Learning Correspondence from the Cycle-Consistency of TimeCode0
Implicit Motion-Compensated Network for Unsupervised Video Object SegmentationCode0
Illumination-Based Data Augmentation for Robust Background SubtractionCode0
Hybrid-S2S: Video Object Segmentation with Recurrent Networks and Correspondence MatchingCode0
Adaptive ROI Generation for Video Object Segmentation Using Reinforcement LearningCode0
Holistic Prototype Attention Network for Few-Shot VOSCode0
CRVOS: Clue Refining Network for Video Object SegmentationCode0
Temporal Transductive Inference for Few-Shot Video Object SegmentationCode0
Hierarchical Graph Pattern Understanding for Zero-Shot VOSCode0
Adaptive Memory Management for Video Object SegmentationCode0
Continuous Spatio-Temporal Memory Networks for 4D Cardiac Cine MRI SegmentationCode0
Co-attention Propagation Network for Zero-Shot Video Object SegmentationCode0
Adaptive Masked Proxies for Few-Shot SegmentationCode0
CLVOS23: A Long Video Object Segmentation Dataset for Continual LearningCode0
Video State-Changing Object SegmentationCode0
ThinkVideo: High-Quality Reasoning Video Segmentation with Chain of ThoughtsCode0
A Benchmark Dataset and Evaluation Methodology for Video Object SegmentationCode0
ClickVOS: Click Video Object SegmentationCode0
ViDSOD-100: A New Dataset and a Baseline Model for RGB-D Video Salient Object DetectionCode0
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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