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
SeqFormer: Sequential Transformer for Video Instance SegmentationCode1
SG-Net: Spatial Granularity Network for One-Stage Video Instance SegmentationCode1
Simple Online and Realtime Tracking with a Deep Association MetricCode1
SipMask: Spatial Information Preservation for Fast Image and Video Instance SegmentationCode1
Spatial Feature Calibration and Temporal Fusion for Effective One-stage Video Instance SegmentationCode1
Spatio-temporal Prompting Network for Robust Video Feature ExtractionCode1
STEm-Seg: Spatio-temporal Embeddings for Instance Segmentation in VideosCode1
SyncVIS: Synchronized Video Instance SegmentationCode1
TDViT: Temporal Dilated Video Transformer for Dense Video TasksCode1
TIVE: A Toolbox for Identifying Video Instance Segmentation ErrorsCode1
TMT-VIS: Taxonomy-aware Multi-dataset Joint Training for Video Instance SegmentationCode1
Towards Open-Vocabulary Video Instance SegmentationCode1
Tracking Instances as QueriesCode1
Track to Detect and Segment: An Online Multi-Object TrackerCode1
Tube-Link: A Flexible Cross Tube Framework for Universal Video SegmentationCode1
Unified Embedding Alignment for Open-Vocabulary Video Instance SegmentationCode1
Video Instance MattingCode1
Video Instance Segmentation using Inter-Frame Communication TransformersCode1
Video Instance Segmentation via Multi-scale Spatio-temporal Split Attention TransformerCode1
Video Instance Segmentation with a Propose-Reduce ParadigmCode1
Video K-Net: A Simple, Strong, and Unified Baseline for Video SegmentationCode1
Video Mask Transfiner for High-Quality Video Instance SegmentationCode1
Video Panoptic SegmentationCode1
Video Sparse Transformer With Attention-Guided Memory for Video Object DetectionCode1
VISAGE: Video Instance Segmentation with Appearance-Guided EnhancementCode1
VISOLO: Grid-Based Space-Time Aggregation for Efficient Online Video Instance SegmentationCode1
VITA: Video Instance Segmentation via Object Token AssociationCode1
CML-MOTS: Collaborative Multi-task Learning for Multi-Object Tracking and Segmentation0
Classifying, Segmenting, and Tracking Object Instances in Video with Mask Propagation0
What is Point Supervision Worth in Video Instance Segmentation?0
RefineVIS: Video Instance Segmentation with Temporal Attention Refinement0
Learning Video Instance Segmentation with Recurrent Graph Neural Networks0
Less than Few: Self-Shot Video Instance Segmentation0
LSVOS Challenge 3rd Place Report: SAM2 and Cutie based VOS0
Beyond Appearance: Geometric Cues for Robust Video Instance Segmentation0
A Temporal Modeling Framework for Video Pre-Training on Video Instance Segmentation0
Maximal Cliques on Multi-Frame Proposal Graph for Unsupervised Video Object Segmentation0
2nd Place Solution for MeViS Track in CVPR 2024 PVUW Workshop: Motion Expression guided Video Segmentation0
Minimizing Labeled, Maximizing Unlabeled: An Image-Driven Approach for Video Instance Segmentation0
A Reinforcement-Learning-Based Energy-Efficient Framework for Multi-Task Video Analytics Pipeline0
A2VIS: Amodal-Aware Approach to Video Instance Segmentation0
MobileInst: Video Instance Segmentation on the Mobile0
MoSAM: Motion-Guided Segment Anything Model with Spatial-Temporal Memory Selection0
A Graph Matching Perspective With Transformers on Video Instance Segmentation0
RipVIS: Rip Currents Video Instance Segmentation Benchmark for Beach Monitoring and Safety0
NOVIS: A Case for End-to-End Near-Online Video Instance Segmentation0
Are Deep Learning Models Robust to Partial Object Occlusion in Visual Recognition Tasks?0
SAM2Auto: Auto Annotation Using FLASH0
SDI-Paste: Synthetic Dynamic Instance Copy-Paste for Video Instance Segmentation0
Deep Learning Techniques for Video Instance Segmentation: A Survey0
Show:102550
← PrevPage 2 of 3Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DVIS-DAQ(VIT-L, Offline)mask AP57.1Unverified
2CAVIS(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
8GenVIS (Swin-L)mask AP60.1Unverified
9DVIS(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