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
PVUW 2025 Challenge Report: Advances in Pixel-level Understanding of Complex Videos in the Wild0
Pyramid Dilated Deeper ConvLSTM for Video Salient Object Detection0
Quantifying and Learning Static vs. Dynamic Information in Deep Spatiotemporal Networks0
ReConvNet: Video Object Segmentation with Spatio-Temporal Features Modulation0
Reducing the Annotation Effort for Video Object Segmentation Datasets0
ReferDINO: Referring Video Object Segmentation with Visual Grounding Foundations0
Bidirectional Correlation-Driven Inter-Frame Interaction Transformer for Referring Video Object Segmentation0
Region Aware Video Object Segmentation with Deep Motion Modeling0
Region-based Particle Filter for Video Object Segmentation0
Reinforcement Cutting-Agent Learning for Video Object Segmentation0
Rethinking Cross-modal Interaction from a Top-down Perspective for Referring Video Object Segmentation0
Rethinking Image-to-Video Adaptation: An Object-centric Perspective0
RGB-D Video Object Segmentation via Enhanced Multi-store Feature Memory0
RMem: Restricted Memory Banks Improve Video Object Segmentation0
Robust and Efficient Memory Network for Video Object Segmentation0
Robust Referring Video Object Segmentation with Cyclic Structural Consensus0
Robust Visual Tracking by Motion Analyzing0
RPM-Net: Robust Pixel-Level Matching Networks for Self-Supervised Video Object Segmentation0
SAIL-VOS: Semantic Amodal Instance Level Video Object Segmentation - A Synthetic Dataset and Baselines0
Saliency-Aware Geodesic Video Object Segmentation0
Saliency-Motion Guided Trunk-Collateral Network for Unsupervised Video Object Segmentation0
Scalable Video Object Segmentation with Simplified Framework0
ScribbleBox: Interactive Annotation Framework for Video Object Segmentation0
SeamSeg: Video Object Segmentation using Patch Seams0
SeC: Advancing Complex Video Object Segmentation via Progressive Concept Construction0
SegGPT: Towards Segmenting Everything in Context0
Segment Every Reference Object in Spatial and Temporal Spaces0
Self-Occlusions and Disocclusions in Causal Video Object Segmentation0
Self-supervised Video Object Segmentation with Distillation Learning of Deformable Attention0
Self-supervised Video Object Segmentation by Motion Grouping0
Self-Supervised Video Object Segmentation via Cutout Prediction and Tagging0
Semantically-Guided Video Object Segmentation0
Semantically Video Coding: Instill Static-Dynamic Clues into Structured Bitstream for AI Tasks0
Semantic and Sequential Alignment for Referring Video Object Segmentation0
Semi-Supervised Domain Adaptation for Weakly Labeled Semantic Video Object Segmentation0
Sequential Clique Optimization for Video Object Segmentation0
Shifted Chunk Transformer for Spatio-Temporal Representational Learning0
Siamese Masked Autoencoders0
SimulFlow: Simultaneously Extracting Feature and Identifying Target for Unsupervised Video Object Segmentation0
Sketch-based Video Object Segmentation: Benchmark and Analysis0
Spacetime Graph Optimization for Video Object Segmentation0
Space Time Recurrent Memory Network0
Space-time Reinforcement Network for Video Object Segmentation0
Spatial-Temporal Multi-level Association for Video Object Segmentation0
Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object Segmentation0
SPFTN: A Self-Paced Fine-Tuning Network for Segmenting Objects in Weakly Labelled Videos0
SpVOS: Efficient Video Object Segmentation with Triple Sparse Convolution0
STSeg-Complex Video Object Segmentation: The 1st Solution for 4th PVUW MOSE Challenge0
Submodular video object proposal selection for semantic object segmentation0
Superpixel-Based Video Object Segmentation Using Perceptual Organization and Location Prior0
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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