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
Breaking the "Object" in Video Object Segmentation0
Video Object of Interest Segmentation0
Visual Semantic Segmentation Based on Few/Zero-Shot Learning: An Overview0
Efficient Unsupervised Video Object Segmentation Network Based on Motion Guidance0
Quantifying and Learning Static vs. Dynamic Information in Deep Spatiotemporal Networks0
Two-Level Temporal Relation Model for Online Video Instance SegmentationCode0
Self-supervised Amodal Video Object SegmentationCode0
Pixel-Level Equalized Matching for Video Object Segmentation0
TokenCut: Segmenting Objects in Images and Videos with Self-supervised Transformer and Normalized Cut0
Two-Stream Networks for Object Segmentation in Videos0
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation0
Region Aware Video Object Segmentation with Deep Motion Modeling0
The Second Place Solution for The 4th Large-scale Video Object Segmentation Challenge--Track 3: Referring Video Object Segmentation0
5th Place Solution for YouTube-VOS Challenge 2022: Video Object Segmentation0
Collaborative Attention Memory Network for Video Object Segmentation0
Boosting Video Object Segmentation based on Scale InconsistencyCode0
Self-Supervised Video Object Segmentation via Cutout Prediction and Tagging0
Adaptive Memory Management for Video Object SegmentationCode0
Implicit Motion-Compensated Network for Unsupervised Video Object SegmentationCode0
Temporal Transductive Inference for Few-Shot Video Object SegmentationCode0
Revisiting Click-based Interactive Video Object SegmentationCode0
Box Supervised Video Segmentation Proposal NetworkCode0
Semantically Video Coding: Instill Static-Dynamic Clues into Structured Bitstream for AI Tasks0
Learning Pixel Trajectories with Multiscale Contrastive Random Walks0
Multi-Level Representation Learning With Semantic Alignment for Referring Video Object Segmentation0
YouMVOS: An Actor-Centric Multi-Shot Video Object Segmentation Dataset0
Siamese Network with Interactive Transformer for Video Object SegmentationCode0
Iteratively Selecting an Easy Reference Frame Makes Unsupervised Video Object Segmentation Easier0
A Discriminative Single-Shot Segmentation Network for Visual Object Tracking0
MUNet: Motion Uncertainty-aware Semi-supervised Video Object Segmentation0
Learning To Segment Dominant Object Motion From Watching Videos0
Hierarchical interaction network for video object segmentation from referring expressions0
FlowVOS: Weakly-Supervised Visual Warping for Detail-Preserving and Temporally Consistent Single-Shot Video Object Segmentation0
Video Salient Object Detection via Contrastive Features and Attention Modules0
SiamPolar: Semi-supervised Realtime Video Object Segmentation with Polar Representation0
Multi-Object Tracking and Segmentation with a Space-Time Memory Network0
Space Time Recurrent Memory Network0
Shifted Chunk Transformer for Spatio-Temporal Representational Learning0
MeNToS: Tracklets Association with a Space-Time Memory Network0
Fast Pixel-Matching for Video Object SegmentationCode0
Video Object Segmentation Using Global and Instance Embedding Learning0
MSN: Efficient Online Mask Selection Network for Video Instance SegmentationCode0
Rethinking Cross-modal Interaction from a Top-down Perspective for Referring Video Object Segmentation0
DAVOS: Semi-Supervised Video Object Segmentation via Adversarial Domain Adaptation0
Self-supervised Video Object Segmentation by Motion Grouping0
Target-Aware Object Discovery and Association for Unsupervised Video Multi-Object Segmentation0
Learning Position and Target Consistency for Memory-based Video Object Segmentation0
Fast Interactive Video Object Segmentation with Graph Neural NetworksCode0
Separable Structure Modeling for Semi-supervised Video Object SegmentationCode0
VideoClick: Video Object Segmentation with a Single Click0
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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