SOTAVerified

Video Instance Segmentation

The goal of video instance segmentation is simultaneous detection, segmentation and tracking of instances in videos. In words, it is the first time that the image instance segmentation problem is extended to the video domain.

To facilitate research on this new task, a large-scale benchmark called YouTube-VIS, which consists of 2,883 high-resolution YouTube videos, a 40-category label set and 131k high-quality instance masks is built.

Papers

Showing 51100 of 148 papers

TitleStatusHype
RankSeg: Adaptive Pixel Classification with Image Category Ranking for SegmentationCode1
SeqFormer: Sequential Transformer for Video Instance SegmentationCode1
Implicit Feature Refinement for Instance SegmentationCode1
VISOLO: Grid-Based Space-Time Aggregation for Efficient Online Video Instance SegmentationCode1
D2Conv3D: Dynamic Dilated Convolutions for Object Segmentation in VideosCode1
UVO Challenge on Video-based Open-World Segmentation 2021: 1st Place SolutionCode1
Real-time Human-Centric Segmentation for Complex Video ScenesCode1
Improving Video Instance Segmentation via Temporal Pyramid RoutingCode1
Do Different Tracking Tasks Require Different Appearance Models?Code1
Prototypical Cross-Attention Networks for Multiple Object Tracking and SegmentationCode1
Tracking Instances as QueriesCode1
Video Instance Segmentation using Inter-Frame Communication TransformersCode1
Instances as QueriesCode1
Crossover Learning for Fast Online Video Instance SegmentationCode1
Spatial Feature Calibration and Temporal Fusion for Effective One-stage Video Instance SegmentationCode1
Video Instance Segmentation with a Propose-Reduce ParadigmCode1
SG-Net: Spatial Granularity Network for One-Stage Video Instance SegmentationCode1
Track to Detect and Segment: An Online Multi-Object TrackerCode1
Learning Monocular Depth in Dynamic Scenes via Instance-Aware Projection ConsistencyCode1
Occluded Video Instance Segmentation: A BenchmarkCode1
CompFeat: Comprehensive Feature Aggregation for Video Instance SegmentationCode1
End-to-End Video Instance Segmentation with TransformersCode1
SipMask: Spatial Information Preservation for Fast Image and Video Instance SegmentationCode1
Video Panoptic SegmentationCode1
STEm-Seg: Spatio-temporal Embeddings for Instance Segmentation in VideosCode1
Instance-wise Depth and Motion Learning from Monocular VideosCode1
Simple Online and Realtime Tracking with a Deep Association MetricCode1
Beyond Appearance: Geometric Cues for Robust Video Instance Segmentation0
A Comprehensive Survey on Video Scene Parsing:Advances, Challenges, and Prospects0
SAM2Auto: Auto Annotation Using FLASH0
ThinkVideo: High-Quality Reasoning Video Segmentation with Chain of ThoughtsCode0
FlowCut: Unsupervised Video Instance Segmentation via Temporal Mask Matching0
MoSAM: Motion-Guided Segment Anything Model with Spatial-Temporal Memory Selection0
RipVIS: Rip Currents Video Instance Segmentation Benchmark for Beach Monitoring and Safety0
A Temporal Modeling Framework for Video Pre-Training on Video Instance Segmentation0
Minimizing Labeled, Maximizing Unlabeled: An Image-Driven Approach for Video Instance Segmentation0
Decoupled Motion Expression Video Segmentation0
Towards Real-Time Open-Vocabulary Video Instance SegmentationCode0
A2VIS: Amodal-Aware Approach to Video Instance Segmentation0
Self-supervised Video Instance Segmentation Can Boost Geographic Entity Alignment in Historical Maps0
SDI-Paste: Synthetic Dynamic Instance Copy-Paste for Video Instance Segmentation0
Foundation Models for Amodal Video Instance Segmentation in Automated DrivingCode0
Are Deep Learning Models Robust to Partial Object Occlusion in Visual Recognition Tasks?0
LSVOS Challenge 3rd Place Report: SAM2 and Cutie based VOS0
PM-VIS+: High-Performance Video Instance Segmentation without Video AnnotationCode0
2nd Place Solution for MeViS Track in CVPR 2024 PVUW Workshop: Motion Expression guided Video Segmentation0
UVIS: Unsupervised Video Instance Segmentation0
1st Place Winner of the 2024 Pixel-level Video Understanding in the Wild (CVPR'24 PVUW) Challenge in Video Panoptic Segmentation and Best Long Video Consistency of Video Semantic Segmentation0
PM-VIS: High-Performance Box-Supervised Video Instance Segmentation0
OW-VISCapTor: Abstractors for Open-World Video Instance Segmentation and Captioning0
Show:102550
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CAVIS(VIT-L, Offline)mask AP57.1Unverified
2DVIS-DAQ(VIT-L, Offline)mask AP57.1Unverified
3DVIS++(VIT-L,Offline)mask AP53.4Unverified
4GLEE-Promask AP50.4Unverified
5DVIS(Swin-L, Offline)mask AP49.9Unverified
6DVIS++(VIT-L, Online)mask AP49.6Unverified
7UNINEXT (ViT-H, Online)mask AP49Unverified
8DVIS(Swin-L, Online)mask AP47.1Unverified
9CTVIS (Swin-L)mask AP46.9Unverified
10RefineVIS (Swin-L, offline)mask AP46Unverified
#ModelMetricClaimedVerifiedStatus
1CAVIS(ViT-L, Online)mask AP68.9Unverified
2DVIS++(ViT-L, Online)mask AP67.7Unverified
3DVISmask AP64.9Unverified
4Tube-Linkmask AP64.6Unverified
5MinVIS (Swin-L)mask AP61.6Unverified
6Mask2Former (Swin-L)mask AP60.4Unverified
7UniVS(Swin-L)mask AP60Unverified
8MDQE(Swin-L)mask AP59.9Unverified
9SeqFormer (Swin-L)mask AP59.3Unverified
10DeVIS (Swin-L)mask AP57.1Unverified
#ModelMetricClaimedVerifiedStatus
1CAVIS(VIT-L, Offline)mask AP65.3Unverified
2DVIS-DAQ(VIT-L, Offline)mask AP64.5Unverified
3DVIS++(VIT-L, Offline)mask AP63.9Unverified
4DVIS++(VIT-L, Online)mask AP62.3Unverified
5RefineVIS (Swin-L, online)mask AP61.4Unverified
6GRAtt-VIS (Swin-L)mask AP60.3Unverified
7TarViS (Swin-L)mask AP60.2Unverified
8DVIS(Swin-L)mask AP60.1Unverified
9GenVIS (Swin-L)mask AP60.1Unverified
10NOVIS (Swin-L)mask AP59.8Unverified
#ModelMetricClaimedVerifiedStatus
1DVIS++(VIT-L)mAP_L50.9Unverified
2CAVIS (VIT-L)mAP_L48.6Unverified
3CTVIS (Swin-L)mAP_L46.4Unverified
4DVIS(Swin-L)mAP_L45.9Unverified
5CTVIS (ResNet-50)mAP_L39.4Unverified
6InstanceFormer (Swin)mAP_L26.3Unverified
7InstanceFormer (Resnet-50)mAP_L24.8Unverified
#ModelMetricClaimedVerifiedStatus
1PCANmMOTSA27.4Unverified
2QDTrack-mots-fixmMOTSA23.5Unverified
3QDTrack-motsmMOTSA22.5Unverified
4MaskTrackRCNNmMOTSA12.3Unverified
5STEm-SegmMOTSA12.2Unverified
6SortIoUmMOTSA10.3Unverified
#ModelMetricClaimedVerifiedStatus
1VMT (Swin-L)Tube-Boundary AP44.8Unverified
2SeqFormer (Swin-L)Tube-Boundary AP43.3Unverified
3VMT (R101)Tube-Boundary AP32.5Unverified
4VMT (R50)Tube-Boundary AP30.7Unverified
#ModelMetricClaimedVerifiedStatus
1Temporal ROI Alignmask AP38Unverified
#ModelMetricClaimedVerifiedStatus
1MaskFreeVISAP55.3Unverified