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 201250 of 551 papers

TitleStatusHype
Isomer: Isomerous Transformer for Zero-shot Video Object SegmentationCode1
Autoencoder-based background reconstruction and foreground segmentation with background noise estimationCode1
Learning Dynamic Network Using a Reuse Gate Function in Semi-supervised Video Object SegmentationCode1
Breaking the "Object" in Video Object Segmentation0
Efficient Unsupervised Video Object Segmentation Network Based on Motion Guidance0
LSVOS Challenge Report: Large-scale Complex and Long Video Object Segmentation0
LSVOS Challenge 3rd Place Report: SAM2 and Cutie based VOS0
One-Shot Weakly Supervised Video Object Segmentation0
Long-RVOS: A Comprehensive Benchmark for Long-term Referring Video Object Segmentation0
Look Before You Match: Instance Understanding Matters in Video Object Segmentation0
One-shot Training for Video Object Segmentation0
Addressing Issues with Working Memory in Video Object Segmentation0
Efficient Long-Short Temporal Attention Network for Unsupervised Video Object Segmentation0
3rd Place Solution for MeViS Track in CVPR 2024 PVUW workshop: Motion Expression guided Video Segmentation0
One-Shot Video Inpainting0
OneVOS: Unifying Video Object Segmentation with All-in-One Transformer Framework0
Leveraging Motion Information for Better Self-Supervised Video Correspondence Learning0
A Semi-Self-Supervised Approach for Dense-Pattern Video Object Segmentation0
Dual Temporal Memory Network for Efficient Video Object Segmentation0
3D-Aware Instance Segmentation and Tracking in Egocentric Videos0
Non-parametric Contextual Relationship Learning for Semantic Video Object Segmentation0
Object Segmentation Tracking from Generic Video Cues0
Learning to Sort Image Sequences via Accumulated Temporal Differences0
Learning to Segment Referred Objects from Narrated Egocentric Videos0
Learning To Segment Dominant Object Motion From Watching Videos0
BoLTVOS: Box-Level Tracking for Video Object Segmentation0
Learning the What and How of Annotation in Video Object Segmentation0
Learning Spatial-Semantic Features for Robust Video Object Segmentation0
Harnessing Vision-Language Pretrained Models with Temporal-Aware Adaptation for Referring Video Object Segmentation0
Learning to Track Any Object0
No More Shortcuts: Realizing the Potential of Temporal Self-Supervision0
On guiding video object segmentation0
Learning Referring Video Object Segmentation from Weak Annotation0
Learning Video Object Segmentation with Visual Memory0
Learning Position and Target Consistency for Memory-based Video Object Segmentation0
Learning Pixel Trajectories with Multiscale Contrastive Random Walks0
Multi-person Physics-based Pose Estimation for Combat Sports0
Lifelong Learning Using a Dynamically Growing Tree of Sub-networks for Domain Generalization in Video Object Segmentation0
LIP: Learning Instance Propagation for Video Object Segmentation0
Blazingly Fast Video Object Segmentation with Pixel-Wise Metric Learning0
Multi-Object Tracking and Segmentation with a Space-Time Memory Network0
Efficient MRF Energy Propagation for Video Segmentation via Bilateral Filters0
Learning Discriminative Feature with CRF for Unsupervised Video Object Segmentation0
360VOTS: Visual Object Tracking and Segmentation in Omnidirectional Videos0
Discriminative Online Learning for Fast Video Object Segmentation0
Learning a Weakly-Supervised Video Actor-Action Segmentation Model with a Wise Selection0
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation0
Learning a Fast 3D Spectral Approach to Object Segmentation and Tracking over Space and Time0
Discrete-Continuous ADMM for Transductive Inference in Higher-Order MRFs0
Key Instance Selection for Unsupervised Video Object Segmentation0
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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