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 451500 of 551 papers

TitleStatusHype
SAIL-VOS: Semantic Amodal Instance Level Video Object Segmentation - A Synthetic Dataset and Baselines0
Learning Unsupervised Video Object Segmentation Through Visual AttentionCode0
Shifting More Attention to Video Salient Object DetectionCode0
OVSNet : Towards One-Pass Real-Time Video Object Segmentation0
U-Net Based Multi-instance Video Object Segmentation0
The 2019 DAVIS Challenge on VOS: Unsupervised Multi-Object Segmentation0
On guiding video object segmentation0
Fast User-Guided Video Object Segmentation by Interaction-and-Propagation NetworksCode0
Video Object Segmentation and Tracking: A Survey0
Discriminative Online Learning for Fast Video Object Segmentation0
MHP-VOS: Multiple Hypotheses Propagation for Video Object SegmentationCode0
BoLTVOS: Box-Level Tracking for Video Object Segmentation0
Spatiotemporal CNN for Video Object SegmentationCode0
Patchwork: A Patch-wise Attention Network for Efficient Object Detection and Segmentation in Video Streams0
Video Object Segmentation using Space-Time Memory NetworksCode1
BubbleNets: Learning to Select the Guidance Frame in Video Object Segmentation by Deep Sorting FramesCode0
Fast video object segmentation with Spatio-Temporal GANs0
Value of Temporal Dynamics Information in Driving Scene Segmentation0
Learning Correspondence from the Cycle-Consistency of TimeCode0
RVOS: End-to-End Recurrent Network for Video Object SegmentationCode0
FEELVOS: Fast End-to-End Embedding Learning for Video Object SegmentationCode0
Adaptive Masked Proxies for Few-Shot SegmentationCode0
Unsupervised Video Object Segmentation with Distractor-Aware Online Adaptation0
Design Pseudo Ground Truth with Motion Cue for Unsupervised Video Object Segmentation0
Fast Online Object Tracking and Segmentation: A Unifying ApproachCode2
Online Model Distillation for Efficient Video InferenceCode1
Meta Learning Deep Visual Words for Fast Video Object SegmentationCode0
A Generative Appearance Model for End-to-end Video Object SegmentationCode0
Tukey-Inspired Video Object SegmentationCode1
Unsupervised RGBD Video Object Segmentation Using GANs0
Mask Propagation Network for Video Object Segmentation0
Video Object Segmentation using Teacher-Student Adaptation in a Human Robot Interaction (HRI) SettingCode0
Unsupervised Online Video Object Segmentation with Motion Property UnderstandingCode0
A Coarse-To-Fine Framework For Video Object Segmentation0
YouTube-VOS: A Large-Scale Video Object Segmentation Benchmark0
VideoMatch: Matching based Video Object Segmentation0
Unsupervised Video Object Segmentation using Motion Saliency-Guided Spatio-Temporal Propagation0
YouTube-VOS: Sequence-to-Sequence Video Object SegmentationCode1
Sequential Clique Optimization for Video Object Segmentation0
Unsupervised Video Object Segmentation with Motion-based Bilateral Networks0
Video Object Segmentation by Learning Location-Sensitive Embeddings0
Pyramid Dilated Deeper ConvLSTM for Video Salient Object Detection0
Moving Object Segmentation in Jittery Videos by Stabilizing Trajectories Modeled in Kendall's Shape Space0
Adaptive Temporal Encoding Network for Video Instance-level Human ParsingCode0
PReMVOS: Proposal-generation, Refinement and Merging for Video Object SegmentationCode0
ReConvNet: Video Object Segmentation with Spatio-Temporal Features Modulation0
Fast and Accurate Online Video Object Segmentation via Tracking PartsCode0
Fast Video Object Segmentation by Reference-Guided Mask PropagationCode0
Motion-Guided Cascaded Refinement Network for Video Object Segmentation0
Reinforcement Cutting-Agent Learning for Video Object Segmentation0
Show:102550
← PrevPage 10 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