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 301350 of 551 papers

TitleStatusHype
1st Place Solution for MOSE Track in CVPR 2024 PVUW Workshop: Complex Video Object Segmentation0
An Analysis of Data Transformation Effects on Segment Anything 20
2nd Place Solution for MeViS Track in CVPR 2024 PVUW Workshop: Motion Expression guided Video Segmentation0
2nd Place Solution for MOSE Track in CVPR 2024 PVUW workshop: Complex Video Object Segmentation0
360VOTS: Visual Object Tracking and Segmentation in Omnidirectional Videos0
3D-Aware Instance Segmentation and Tracking in Egocentric Videos0
3rd Place Solution for MeViS Track in CVPR 2024 PVUW workshop: Motion Expression guided Video Segmentation0
3rd Place Solution for MOSE Track in CVPR 2024 PVUW workshop: Complex Video Object Segmentation0
5th Place Solution for YouTube-VOS Challenge 2022: Video Object Segmentation0
6D Pose Estimation on Spoons and Hands0
A Coarse-To-Fine Framework For Video Object Segmentation0
Addressing Issues with Working Memory in Video Object Segmentation0
A Discriminative Single-Shot Segmentation Network for Visual Object Tracking0
Adversarial Attacks on Video Object Segmentation with Hard Region Discovery0
Alignment Before Aggregation: Trajectory Memory Retrieval Network for Video Object Segmentation0
An Efficient 3D CNN for Action/Object Segmentation in Video0
An Empirical Study of Propagation-based Methods for Video Object Segmentation0
An End-to-end 3D Convolutional Neural Network for Action Detection and Segmentation in Videos0
AutoDepthNet: High Frame Rate Depth Map Reconstruction using Commodity Depth and RGB Cameras0
Automatic Video Object Segmentation via Motion-Appearance-Stream Fusion and Instance-aware Segmentation0
AUTV: Creating Underwater Video Datasets with Pixel-wise Annotations0
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation0
Blazingly Fast Video Object Segmentation with Pixel-Wise Metric Learning0
BoLTVOS: Box-Level Tracking for Video Object Segmentation0
Breaking the "Object" in Video Object Segmentation0
CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object Detection0
Causal Video Object Segmentation From Persistence of Occlusions0
Click Carving: Segmenting Objects in Video with Point Clicks0
ClickTrack: Towards Real-time Interactive Single Object Tracking0
CNN in MRF: Video Object Segmentation via Inference in A CNN-Based Higher-Order Spatio-Temporal MRF0
Coherent Parametric Contours for Interactive Video Object Segmentation0
Collaborative Attention Memory Network for Video Object Segmentation0
Context Propagation from Proposals for Semantic Video Object Segmentation0
CoralVOS: Dataset and Benchmark for Coral Video Segmentation0
CSS-Segment: 2nd Place Report of LSVOS Challenge VOS Track0
D3S - A Discriminative Single Shot Segmentation Tracker0
DAVOS: Semi-Supervised Video Object Segmentation via Adversarial Domain Adaptation0
Decoupled Motion Expression Video Segmentation0
Deep Transport Network for Unsupervised Video Object Segmentation0
Design Pseudo Ground Truth with Motion Cue for Unsupervised Video Object Segmentation0
DeVOS: Flow-Guided Deformable Transformer for Video Object Segmentation0
Discrete-Continuous ADMM for Transductive Inference in Higher-Order MRFs0
Discriminative Online Learning for Fast Video Object Segmentation0
Harnessing Vision-Language Pretrained Models with Temporal-Aware Adaptation for Referring Video Object Segmentation0
Dual Temporal Memory Network for Efficient Video Object Segmentation0
A Semi-Self-Supervised Approach for Dense-Pattern Video Object Segmentation0
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
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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