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 151–200 of 551 papers

TitleStatusHype
Associating Objects with Transformers for Video Object SegmentationCode1
TransVOS: Video Object Segmentation with TransformersCode1
Polygonal Point Set TrackingCode1
Attention-guided Temporally Coherent Video Object MattingCode1
Breaking Shortcut: Exploring Fully Convolutional Cycle-Consistency for Video Correspondence LearningCode1
Emerging Properties in Self-Supervised Vision TransformersCode1
Guided Interactive Video Object Segmentation Using Reliability-Based Attention MapsCode1
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
SwiftNet: Real-time Video Object SegmentationCode1
Active Boundary Loss for Semantic SegmentationCode1
SSTVOS: Sparse Spatiotemporal Transformers for Video Object SegmentationCode1
Learning Motion-Appearance Co-Attention for Zero-Shot Video Object SegmentationCode1
Learning Dynamic Network Using a Reuse Gate Function in Semi-supervised Video Object SegmentationCode1
Contrastive Transformation for Self-supervised Correspondence LearningCode1
Make One-Shot Video Object Segmentation Efficient AgainCode1
TTVOS: Lightweight Video Object Segmentation with Adaptive Template Attention Module and Temporal Consistency LossCode1
Delving into the Cyclic Mechanism in Semi-supervised Video Object SegmentationCode1
Video Object Segmentation with Adaptive Feature Bank and Uncertain-Region RefinementCode1
Collaborative Video Object Segmentation by Multi-Scale Foreground-Background IntegrationCode1
RefVOS: A Closer Look at Referring Expressions for Video Object SegmentationCode1
Learning Spatio-Appearance Memory Network for High-Performance Visual TrackingCode1
Making a Case for 3D Convolutions for Object Segmentation in VideosCode1
MATNet: Motion-Attentive Transition Network for Zero-Shot Video Object SegmentationCode1
Self-supervised Object Tracking with Cycle-consistent Siamese NetworksCode1
URVOS: Unified Referring Video Object Segmentation Network with a Large-Scale BenchmarkCode1
Interactive Video Object Segmentation Using Global and Local Transfer ModulesCode1
Kernelized Memory Network for Video Object SegmentationCode1
Video Object Segmentation with Episodic Graph Memory NetworksCode1
Learning Object Depth from Camera Motion and Video Object SegmentationCode1
Physarum Powered Differentiable Linear Programming Layers and ApplicationsCode1
Fast Template Matching and Update for Video Object Tracking and SegmentationCode1
A Transductive Approach for Video Object SegmentationCode1
Learning What to Learn for Video Object SegmentationCode1
Collaborative Video Object Segmentation by Foreground-Background IntegrationCode1
Learning Video Object Segmentation from Unlabeled VideosCode1
Motion-Attentive Transition for Zero-Shot Video Object SegmentationCode1
State-Aware Tracker for Real-Time Video Object SegmentationCode1
Learning Fast and Robust Target Models for Video Object SegmentationCode1
MAST: A Memory-Augmented Self-supervised TrackerCode1
Directional Deep Embedding and Appearance Learning for Fast Video Object SegmentationCode1
Fast Video Object Segmentation using the Global Context ModuleCode1
See More, Know More: Unsupervised Video Object Segmentation with Co-Attention Siamese NetworksCode1
Zero-Shot Video Object Segmentation via Attentive Graph Neural NetworksCode1
UnOVOST: Unsupervised Offline Video Object Segmentation and TrackingCode1
Video Object Segmentation using Space-Time Memory NetworksCode1
Online Model Distillation for Efficient Video InferenceCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1AOC-MF (val)F-Score94.7—Unverified
2ISVOS (BL30K, MS)J&F93.4—Unverified
3XMem (BL30K, MS)J&F93.3—Unverified
4BATMAN (val)J&F92.5—Unverified
5STCN (val)J&F91.6—Unverified
6XMemJ&F91.5—Unverified
7MobileVOS (val)J&F91.4—Unverified
8AOT (val)J&F91.1—Unverified
9LCM (val)J&F90.7—Unverified
10RPCMVOS (val)J&F90.6—Unverified
#ModelMetricClaimedVerifiedStatus
1XMem (BLK30K, MS)Mean Jaccard & F-Measure89.5—Unverified
2LCMF-measure86.5—Unverified
3XMemMean Jaccard & F-Measure86.2—Unverified
4BATMANMean Jaccard & F-Measure86.2—Unverified
5STCNMean Jaccard & F-Measure85.4—Unverified
6AOTMean Jaccard & F-Measure84.9—Unverified
7STMF-measure84.3—Unverified
8TransVOSMean Jaccard & F-Measure83.9—Unverified
9RPCMVOSMean Jaccard & F-Measure83.7—Unverified
10RMNMean Jaccard & F-Measure83.5—Unverified
#ModelMetricClaimedVerifiedStatus
1XMem (BL30K, MS)Mean Jaccard & F-Measure86.9—Unverified
2AOTMean Jaccard & F-Measure84.1—Unverified
3RPCMVOSMean Jaccard & F-Measure84—Unverified
4STCNMean Jaccard & F-Measure83—Unverified
5CFBI+Mean Jaccard & F-Measure82.8—Unverified
6RMNJaccard (Seen)82.1—Unverified
7LCMMean Jaccard & F-Measure82—Unverified
8TransVOSMean Jaccard & F-Measure81.8—Unverified
9SSTMean Jaccard & F-Measure81.7—Unverified
10LWLMean Jaccard & F-Measure81.5—Unverified
#ModelMetricClaimedVerifiedStatus
1XMem (BL30K, MS)Mean Jaccard & F-Measure83.7—Unverified
2XMemMean Jaccard & F-Measure81—Unverified
3BATMANJaccard78.4—Unverified
4AOTJaccard75.9—Unverified
5RPCMVOSJaccard75.8—Unverified
6LCMJaccard74.4—Unverified
7KMNJaccard74.1—Unverified
8TransVOSJaccard73—Unverified
9STCNJaccard72.7—Unverified
10RMNJaccard71.9—Unverified
#ModelMetricClaimedVerifiedStatus
1XMem (BL30K,MS)Mean Jaccard & F-Measure86.8—Unverified
2XMemMean Jaccard & F-Measure85.5—Unverified
3BATMANMean Jaccard & F-Measure85—Unverified
4AOTMean Jaccard & F-Measure84.1—Unverified
5RPCMVOSMean Jaccard & F-Measure83.9—Unverified
6MobileVOSMean Jaccard & F-Measure83.3—Unverified
7STCNMean Jaccard & F-Measure82.7—Unverified
8CFBI+Mean Jaccard & F-Measure82.6—Unverified
9SSTMean Jaccard & F-Measure81.8—Unverified
10CFBIMean Jaccard & F-Measure81—Unverified
#ModelMetricClaimedVerifiedStatus
1AOC-MF (val)Jaccard (Mean)81.7—Unverified
2ViTAE-T-StageJaccard (Mean)79.4—Unverified
3DINO (ViT-B/8, ImageNet retrain)J&F71.4—Unverified
4VOSwL (Mask+Language)mIoU59—Unverified
5UniTrackmIoU58.4—Unverified
#ModelMetricClaimedVerifiedStatus
1ReVOSAverage IOU75.6—Unverified
2Cutie-baseAverage IOU74.6—Unverified
3XMemAverage IOU70.4—Unverified
4SAM 2Average IOU69.5—Unverified
#ModelMetricClaimedVerifiedStatus
1DFNetF-Score82.3—Unverified
2oursJaccard (Mean)76.7—Unverified
#ModelMetricClaimedVerifiedStatus
1OursAverage74.9—Unverified
2FEELVOSmIoU0.82—Unverified
#ModelMetricClaimedVerifiedStatus
1LOCATEmIoU68.8—Unverified
#ModelMetricClaimedVerifiedStatus
1CutieJ&F68.3—Unverified
#ModelMetricClaimedVerifiedStatus
1LOCATEmIoU79.9—Unverified