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 251300 of 551 papers

TitleStatusHype
Temporal Transductive Inference for Few-Shot Video Object SegmentationCode0
BubbleNets: Learning to Select the Guidance Frame in Video Object Segmentation by Deep Sorting FramesCode0
AGSS-VOS: Attention Guided Single-Shot Video Object SegmentationCode0
A 3D Convolutional Approach to Spectral Object Segmentation in Space and TimeCode0
Fast Interactive Video Object Segmentation with Graph Neural NetworksCode0
CRVOS: Clue Refining Network for Video Object SegmentationCode0
Efficient Video Object Segmentation via Network ModulationCode0
ALBA : Reinforcement Learning for Video Object SegmentationCode0
ThinkVideo: High-Quality Reasoning Video Segmentation with Chain of ThoughtsCode0
Video Object Segmentation With Dynamic Memory Networks and Adaptive Object AlignmentCode0
Curriculum Learning for Recurrent Video Object SegmentationCode0
Adaptive Memory Management for Video Object SegmentationCode0
MSN: Efficient Online Mask Selection Network for Video Instance SegmentationCode0
Fast and Accurate Online Video Object Segmentation via Tracking PartsCode0
Expression Prompt Collaboration Transformer for Universal Referring Video Object SegmentationCode0
Discriminative Spatial-Semantic VOS Solution: 1st Place Solution for 6th LSVOSCode0
Box Supervised Video Segmentation Proposal NetworkCode0
Revisiting Sequence-to-Sequence Video Object Segmentation with Multi-Task Loss and Skip-MemoryCode0
Mask Selection and Propagation for Unsupervised Video Object SegmentationCode0
Video Object Segmentation with Re-identificationCode0
Reducing Annotation Burden: Exploiting Image Knowledge for Few-Shot Medical Video Object Segmentation via Spatiotemporal Consistency RelearningCode0
MASSeg : 2nd Technical Report for 4th PVUW MOSE TrackCode0
Online Unsupervised Video Object Segmentation via Contrastive Motion ClusteringCode0
Learning Correspondence from the Cycle-Consistency of TimeCode0
LOCATE: Self-supervised Object Discovery via Flow-guided Graph-cut and Bootstrapped Self-trainingCode0
Trusted Video Inpainting Localization via Deep Attentive Noise LearningCode0
Learning Cross-Modal Affinity for Referring Video Object Segmentation Targeting Limited SamplesCode0
Annolid: Annotate, Segment, and Track Anything You NeedCode0
Video State-Changing Object SegmentationCode0
Two-Level Temporal Relation Model for Online Video Instance SegmentationCode0
Multi-Context Temporal Consistent Modeling for Referring Video Object SegmentationCode0
D3S -- A Discriminative Single Shot Segmentation TrackerCode0
ViDSOD-100: A New Dataset and a Baseline Model for RGB-D Video Salient Object DetectionCode0
Disentangling spatio-temporal knowledge for weakly supervised object detection and segmentation in surgical videoCode0
Unified Mask Embedding and Correspondence Learning for Self-Supervised Video SegmentationCode0
READMem: Robust Embedding Association for a Diverse Memory in Unconstrained Video Object SegmentationCode0
Revisiting Click-based Interactive Video Object SegmentationCode0
Flexible visual prompts for in-context learning in computer visionCode0
Few-Shot Referring Video Single- and Multi-Object Segmentation via Cross-Modal Affinity with Instance Sequence MatchingCode0
DMM-Net: Differentiable Mask-Matching Network for Video Object SegmentationCode0
Unsupervised Online Video Object Segmentation with Motion Property UnderstandingCode0
A Benchmark Dataset and Evaluation Methodology for Video Object SegmentationCode0
Unsupervised Video Object Segmentation for Deep Reinforcement LearningCode0
Biomedical SAM 2: Segment Anything in Biomedical Images and VideosCode0
RANet: Ranking Attention Network for Fast Video Object SegmentationCode0
Ground-truth or DAER: Selective Re-query of Secondary InformationCode0
Fast Video Object Segmentation by Reference-Guided Mask PropagationCode0
Anchor Diffusion for Unsupervised Video Object SegmentationCode0
LSMVOS: Long-Short-Term Similarity Matching for Video ObjectCode0
ZJU ReLER Submission for EPIC-KITCHEN Challenge 2023: TREK-150 Single Object Tracking0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1AOC-MF (val)F-Score94.7Unverified
2ISVOS (BL30K, MS)J&F93.4Unverified
3XMem (BL30K, MS)J&F93.3Unverified
4BATMAN (val)J&F92.5Unverified
5STCN (val)J&F91.6Unverified
6XMemJ&F91.5Unverified
7MobileVOS (val)J&F91.4Unverified
8AOT (val)J&F91.1Unverified
9LCM (val)J&F90.7Unverified
10RPCMVOS (val)J&F90.6Unverified
#ModelMetricClaimedVerifiedStatus
1XMem (BLK30K, MS)Mean Jaccard & F-Measure89.5Unverified
2LCMF-measure86.5Unverified
3XMemMean Jaccard & F-Measure86.2Unverified
4BATMANMean Jaccard & F-Measure86.2Unverified
5STCNMean Jaccard & F-Measure85.4Unverified
6AOTMean Jaccard & F-Measure84.9Unverified
7STMF-measure84.3Unverified
8TransVOSMean Jaccard & F-Measure83.9Unverified
9RPCMVOSMean Jaccard & F-Measure83.7Unverified
10RMNMean Jaccard & F-Measure83.5Unverified
#ModelMetricClaimedVerifiedStatus
1XMem (BL30K, MS)Mean Jaccard & F-Measure86.9Unverified
2AOTMean Jaccard & F-Measure84.1Unverified
3RPCMVOSMean Jaccard & F-Measure84Unverified
4STCNMean Jaccard & F-Measure83Unverified
5CFBI+Mean Jaccard & F-Measure82.8Unverified
6RMNJaccard (Seen)82.1Unverified
7LCMMean Jaccard & F-Measure82Unverified
8TransVOSMean Jaccard & F-Measure81.8Unverified
9SSTMean Jaccard & F-Measure81.7Unverified
10LWLMean Jaccard & F-Measure81.5Unverified
#ModelMetricClaimedVerifiedStatus
1XMem (BL30K, MS)Mean Jaccard & F-Measure83.7Unverified
2XMemMean Jaccard & F-Measure81Unverified
3BATMANJaccard78.4Unverified
4AOTJaccard75.9Unverified
5RPCMVOSJaccard75.8Unverified
6LCMJaccard74.4Unverified
7KMNJaccard74.1Unverified
8TransVOSJaccard73Unverified
9STCNJaccard72.7Unverified
10RMNJaccard71.9Unverified
#ModelMetricClaimedVerifiedStatus
1XMem (BL30K,MS)Mean Jaccard & F-Measure86.8Unverified
2XMemMean Jaccard & F-Measure85.5Unverified
3BATMANMean Jaccard & F-Measure85Unverified
4AOTMean Jaccard & F-Measure84.1Unverified
5RPCMVOSMean Jaccard & F-Measure83.9Unverified
6MobileVOSMean Jaccard & F-Measure83.3Unverified
7STCNMean Jaccard & F-Measure82.7Unverified
8CFBI+Mean Jaccard & F-Measure82.6Unverified
9SSTMean Jaccard & F-Measure81.8Unverified
10CFBIMean Jaccard & F-Measure81Unverified
#ModelMetricClaimedVerifiedStatus
1AOC-MF (val)Jaccard (Mean)81.7Unverified
2ViTAE-T-StageJaccard (Mean)79.4Unverified
3DINO (ViT-B/8, ImageNet retrain)J&F71.4Unverified
4VOSwL (Mask+Language)mIoU59Unverified
5UniTrackmIoU58.4Unverified
#ModelMetricClaimedVerifiedStatus
1ReVOSAverage IOU75.6Unverified
2Cutie-baseAverage IOU74.6Unverified
3XMemAverage IOU70.4Unverified
4SAM 2Average IOU69.5Unverified
#ModelMetricClaimedVerifiedStatus
1DFNetF-Score82.3Unverified
2oursJaccard (Mean)76.7Unverified
#ModelMetricClaimedVerifiedStatus
1OursAverage74.9Unverified
2FEELVOSmIoU0.82Unverified
#ModelMetricClaimedVerifiedStatus
1LOCATEmIoU68.8Unverified
#ModelMetricClaimedVerifiedStatus
1CutieJ&F68.3Unverified
#ModelMetricClaimedVerifiedStatus
1LOCATEmIoU79.9Unverified