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 351400 of 551 papers

TitleStatusHype
Rethinking Self-supervised Correspondence Learning: A Video Frame-level Similarity PerspectiveCode1
Efficient Regional Memory Network for Video Object SegmentationCode1
Learning to Recommend Frame for Interactive Video Object Segmentation in the WildCode1
Modular Interactive Video Object Segmentation: Interaction-to-Mask, Propagation and Difference-Aware FusionCode1
Triple-cooperative Video Shadow DetectionCode1
Fast Interactive Video Object Segmentation with Graph Neural NetworksCode0
Separable Structure Modeling for Semi-supervised Video Object SegmentationCode0
SwiftNet: Real-time Video Object SegmentationCode1
Active Boundary Loss for Semantic SegmentationCode1
SSTVOS: Sparse Spatiotemporal Transformers for Video Object SegmentationCode1
VideoClick: Video Object Segmentation with a Single Click0
Generating Masks from Boxes by Mining Spatio-Temporal Consistencies in Videos0
Mask Selection and Propagation for Unsupervised Video Object SegmentationCode0
Learning Motion-Appearance Co-Attention for Zero-Shot Video Object SegmentationCode1
Video Object Segmentation With Dynamic Memory Networks and Adaptive Object AlignmentCode0
Deep Transport Network for Unsupervised Video Object Segmentation0
Learning Dynamic Network Using a Reuse Gate Function in Semi-supervised Video Object SegmentationCode1
Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object Segmentation0
Contrastive Transformation for Self-supervised Correspondence LearningCode1
F2Net: Learning to Focus on the Foreground for Unsupervised Video Object Segmentation0
Make One-Shot Video Object Segmentation Efficient AgainCode1
TTVOS: Lightweight Video Object Segmentation with Adaptive Template Attention Module and Temporal Consistency LossCode1
Reducing the Annotation Effort for Video Object Segmentation Datasets0
Delving into the Cyclic Mechanism in Semi-supervised Video Object SegmentationCode1
Learning to Sort Image Sequences via Accumulated Temporal Differences0
Video Object Segmentation with Adaptive Feature Bank and Uncertain-Region RefinementCode1
Collaborative Video Object Segmentation by Multi-Scale Foreground-Background IntegrationCode1
Hybrid-S2S: Video Object Segmentation with Recurrent Networks and Correspondence MatchingCode0
RefVOS: A Closer Look at Referring Expressions for Video Object SegmentationCode1
Learning Spatio-Appearance Memory Network for High-Performance Visual TrackingCode1
PMVOS: Pixel-Level Matching-Based Video Object Segmentation0
Ground-truth or DAER: Selective Re-query of Secondary InformationCode0
LSMVOS: Long-Short-Term Similarity Matching for Video ObjectCode0
Making a Case for 3D Convolutions for Object Segmentation in VideosCode1
ScribbleBox: Interactive Annotation Framework for Video Object Segmentation0
MATNet: Motion-Attentive Transition Network for Zero-Shot Video Object SegmentationCode1
Monocular Instance Motion Segmentation for Autonomous Driving: KITTI InstanceMotSeg Dataset and Multi-task Baseline0
DyStaB: Unsupervised Object Segmentation via Dynamic-Static Bootstrapping0
Curriculum Learning for Recurrent Video Object SegmentationCode0
Learning Discriminative Feature with CRF for Unsupervised Video Object Segmentation0
Self-supervised Object Tracking with Cycle-consistent Siamese NetworksCode1
URVOS: Unified Referring Video Object Segmentation Network with a Large-Scale BenchmarkCode1
Memory Selection Network for Video Propagation0
Unsupervised Video Object Segmentation with Joint Hotspot Tracking0
Kernelized Memory Network for Video Object SegmentationCode1
Interactive Video Object Segmentation Using Global and Local Transfer ModulesCode1
Video Object Segmentation with Episodic Graph Memory NetworksCode1
Fast Video Object Segmentation With Temporal Aggregation Network and Dynamic Template Matching0
Learning Object Depth from Camera Motion and Video Object SegmentationCode1
Motion Prediction in Visual 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