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 501550 of 551 papers

TitleStatusHype
MoNet: Deep Motion Exploitation for Video Object Segmentation0
Unsupervised Video Object Segmentation for Deep Reinforcement LearningCode0
Blazingly Fast Video Object Segmentation with Pixel-Wise Metric Learning0
MaskRNN: Instance Level Video Object Segmentation0
CNN in MRF: Video Object Segmentation via Inference in A CNN-Based Higher-Order Spatio-Temporal MRF0
Adversarial Framework for Unsupervised Learning of Motion Dynamics in Videos0
Video Object Segmentation with Language Referring Expressions0
Video Object Segmentation with Joint Re-identification and Attention-Aware Mask Propagation0
The 2018 DAVIS Challenge on Video Object Segmentation0
Efficient Video Object Segmentation via Network ModulationCode0
Instance Embedding Transfer to Unsupervised Video Object Segmentation0
Interactive Video Object Segmentation in the Wild0
An End-to-end 3D Convolutional Neural Network for Action Detection and Segmentation in Videos0
Deep Extreme Cut: From Extreme Points to Object SegmentationCode0
Primary Video Object Segmentation via Complementary CNNs and Neighborhood Reversible Flow0
SegFlow: Joint Learning for Video Object Segmentation and Optical FlowCode0
Video Object Segmentation Without Temporal Information0
Pixel-Level Matching for Video Object Segmentation using Convolutional Neural Networks0
Video Salient Object Detection Using Spatiotemporal Deep Features0
Video Object Segmentation with Re-identificationCode0
Video Object Segmentation using Tracked Object Proposals0
Online Video Object Segmentation via Convolutional Trident Network0
SPFTN: A Self-Paced Fine-Tuning Network for Segmenting Objects in Weakly Labelled Videos0
Flow-free Video Object Segmentation0
Online Adaptation of Convolutional Neural Networks for Video Object Segmentation0
Discrete-Continuous ADMM for Transductive Inference in Higher-Order MRFs0
Learning Video Object Segmentation with Visual Memory0
Video Object Segmentation using Supervoxel-Based GerrymanderingCode0
Semantically-Guided Video Object Segmentation0
The 2017 DAVIS Challenge on Video Object Segmentation0
Lucid Data Dreaming for Video Object SegmentationCode0
Unsupervised Video Segmentation via Spatio-Temporally Nonlocal Appearance Learning0
Video Propagation Networks0
Learning Video Object Segmentation from Static ImagesCode0
One-Shot Video Object SegmentationCode1
Click Carving: Segmenting Objects in Video with Point Clicks0
Semi-Supervised Domain Adaptation for Weakly Labeled Semantic Video Object Segmentation0
Coherent Parametric Contours for Interactive Video Object Segmentation0
Primary Object Segmentation in Videos via Alternate Convex Optimization of Foreground and Background Distributions0
Video Segmentation via Object Flow0
A Benchmark Dataset and Evaluation Methodology for Video Object SegmentationCode0
Gamifying Video Object Segmentation0
Self-Occlusions and Disocclusions in Causal Video Object Segmentation0
Saliency-Aware Geodesic Video Object Segmentation0
Superpixel-Based Video Object Segmentation Using Perceptual Organization and Location Prior0
Causal Video Object Segmentation From Persistence of Occlusions0
Region-based Particle Filter for Video Object Segmentation0
SeamSeg: Video Object Segmentation using Patch Seams0
Video Object Segmentation through Spatially Accurate and Temporally Dense Extraction of Primary Object Regions0
Video Human Segmentation using Fuzzy Object Models and its Application to Body Pose Estimation of Toddlers for Behavior Studies0
Show:102550
← PrevPage 11 of 12Next →

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