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
Efficient Long-Short Temporal Attention Network for Unsupervised Video Object Segmentation0
Efficient MRF Energy Propagation for Video Segmentation via Bilateral Filters0
Efficient Unsupervised Video Object Segmentation Network Based on Motion Guidance0
Explore Synergistic Interaction Across Frames for Interactive Video Object Segmentation0
F2Net: Learning to Focus on the Foreground for Unsupervised Video Object Segmentation0
Fast Sprite Decomposition from Animated Graphics0
Fast Video Object Segmentation via Dynamic Targeting Network0
Fast Video Object Segmentation via Mask Transfer Network0
Fast video object segmentation with Spatio-Temporal GANs0
Fast Video Object Segmentation With Temporal Aggregation Network and Dynamic Template Matching0
Flow-free Video Object Segmentation0
Flow-guided Semi-supervised Video Object Segmentation0
FlowVOS: Weakly-Supervised Visual Warping for Detail-Preserving and Temporally Consistent Single-Shot Video Object Segmentation0
FODVid: Flow-guided Object Discovery in Videos0
Fully Transformer-Equipped Architecture for End-to-End Referring Video Object Segmentation0
FVOS for MOSE Track of 4th PVUW Challenge: 3rd Place Solution0
Gamifying Video Object Segmentation0
Global Motion Understanding in Large-Scale Video Object Segmentation0
Global Optimality Guarantees for Nonconvex Unsupervised Video Segmentation0
GroPrompt: Efficient Grounded Prompting and Adaptation for Referring Video Object Segmentation0
HD-EPIC: A Highly-Detailed Egocentric Video Dataset0
Hierarchical interaction network for video object segmentation from referring expressions0
Hierarchical Spatiotemporal Transformers for Video Object Segmentation0
HTML: Hybrid Temporal-scale Multimodal Learning Framework for Referring Video Object Segmentation0
Improving Unsupervised Video Object Segmentation with Motion-Appearance Synergy0
Improving Unsupervised Video Object Segmentation via Fake Flow Generation0
In defense of OSVOS0
Instance Embedding Transfer to Unsupervised Video Object Segmentation0
Monocular Instance Motion Segmentation for Autonomous Driving: KITTI InstanceMotSeg Dataset and Multi-task Baseline0
Interactive Video Object Segmentation in the Wild0
InterRVOS: Interaction-aware Referring Video Object Segmentation0
Investigation of Frame Differences as Motion Cues for Video Object Segmentation0
ISAR: A Benchmark for Single- and Few-Shot Object Instance Segmentation and Re-Identification0
Is Two-shot All You Need? A Label-efficient Approach for Video Segmentation in Breast Ultrasound0
Iteratively Selecting an Easy Reference Frame Makes Unsupervised Video Object Segmentation Easier0
Joint Modeling of Feature, Correspondence, and a Compressed Memory for Video Object Segmentation0
Key Instance Selection for Unsupervised Video Object Segmentation0
Learning a Fast 3D Spectral Approach to Object Segmentation and Tracking over Space and Time0
Learning a Weakly-Supervised Video Actor-Action Segmentation Model with a Wise Selection0
Learning Discriminative Feature with CRF for Unsupervised Video Object Segmentation0
Learning Pixel Trajectories with Multiscale Contrastive Random Walks0
Learning Position and Target Consistency for Memory-based Video Object Segmentation0
Learning Referring Video Object Segmentation from Weak Annotation0
Learning Spatial-Semantic Features for Robust Video Object Segmentation0
Learning the What and How of Annotation in Video Object Segmentation0
Learning To Segment Dominant Object Motion From Watching Videos0
Learning to Segment Referred Objects from Narrated Egocentric Videos0
Learning to Sort Image Sequences via Accumulated Temporal Differences0
Learning to Track Any Object0
Learning Video Object Segmentation with Visual Memory0
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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