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 401450 of 551 papers

TitleStatusHype
Generating Masks from Boxes by Mining Spatio-Temporal Consistencies in Videos0
Mask Selection and Propagation for Unsupervised Video Object SegmentationCode0
Video Object Segmentation With Dynamic Memory Networks and Adaptive Object AlignmentCode0
Deep Transport Network for Unsupervised Video Object Segmentation0
Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object Segmentation0
F2Net: Learning to Focus on the Foreground for Unsupervised Video Object Segmentation0
Reducing the Annotation Effort for Video Object Segmentation Datasets0
Learning to Sort Image Sequences via Accumulated Temporal Differences0
Hybrid-S2S: Video Object Segmentation with Recurrent Networks and Correspondence MatchingCode0
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
ScribbleBox: Interactive Annotation Framework for Video Object Segmentation0
DyStaB: Unsupervised Object Segmentation via Dynamic-Static Bootstrapping0
Monocular Instance Motion Segmentation for Autonomous Driving: KITTI InstanceMotSeg Dataset and Multi-task Baseline0
Curriculum Learning for Recurrent Video Object SegmentationCode0
Learning Discriminative Feature with CRF for Unsupervised Video Object Segmentation0
Unsupervised Video Object Segmentation with Joint Hotspot Tracking0
Memory Selection Network for Video Propagation0
Fast Video Object Segmentation With Temporal Aggregation Network and Dynamic Template Matching0
Motion Prediction in Visual Object Tracking0
Self-supervised Video Object SegmentationCode0
D3S - A Discriminative Single Shot Segmentation Tracker0
ALBA : Reinforcement Learning for Video Object SegmentationCode0
Revisiting Sequence-to-Sequence Video Object Segmentation with Multi-Task Loss and Skip-MemoryCode0
Memory Aggregation Networks for Efficient Interactive Video Object Segmentation0
Learning a Weakly-Supervised Video Actor-Action Segmentation Model with a Wise Selection0
Dual Temporal Memory Network for Efficient Video Object Segmentation0
CRVOS: Clue Refining Network for Video Object SegmentationCode0
One-Shot Weakly Supervised Video Object Segmentation0
Automatic Video Object Segmentation via Motion-Appearance-Stream Fusion and Instance-aware Segmentation0
D3S -- A Discriminative Single Shot Segmentation TrackerCode0
Learning to Track Any Object0
Anchor Diffusion for Unsupervised Video Object SegmentationCode0
Illumination-Based Data Augmentation for Robust Background SubtractionCode0
Object Segmentation Tracking from Generic Video Cues0
Fast Video Object Segmentation via Dynamic Targeting Network0
AGSS-VOS: Attention Guided Single-Shot Video Object SegmentationCode0
CapsuleVOS: Semi-Supervised Video Object Segmentation Using Capsule RoutingCode0
Towards Good Practices for Video Object Segmentation0
LIP: Learning Instance Propagation for Video Object Segmentation0
EpO-Net: Exploiting Geometric Constraints on Dense Trajectories for Motion SaliencyCode0
RPM-Net: Robust Pixel-Level Matching Networks for Self-Supervised Video Object Segmentation0
Meta Learning with Differentiable Closed-form Solver for Fast Video Object Segmentation0
DMM-Net: Differentiable Mask-Matching Network for Video Object SegmentationCode0
Adaptive ROI Generation for Video Object Segmentation Using Reinforcement LearningCode0
Fast Video Object Segmentation via Mask Transfer Network0
RANet: Ranking Attention Network for Fast Video Object SegmentationCode0
In defense of OSVOS0
An Empirical Study of Propagation-based Methods for 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