SOTAVerified

Video Semantic Segmentation

The goal of video semantic segmentation is to assign a predefined class to each pixel in all frames of a video. This requires the model not only to predict accurate segmentation masks but also to ensure that these masks remain temporally consistent across frames. This task has broad applications in areas such as autonomous driving, medical video analysis, and AR/VR.

Papers

Showing 751800 of 895 papers

TitleStatusHype
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
ReferDINO-Plus: 2nd Solution for 4th PVUW MeViS Challenge at CVPR 2025Code0
CLVOS23: A Long Video Object Segmentation Dataset for Continual LearningCode0
Reducing Annotation Burden: Exploiting Image Knowledge for Few-Shot Medical Video Object Segmentation via Spatiotemporal Consistency RelearningCode0
Fully Convolutional Networks for Semantic SegmentationCode0
Adaptive Masked Proxies for Few-Shot SegmentationCode0
Temporal Transductive Inference for Few-Shot Video Object SegmentationCode0
Rectifying Noisy Labels with Sequential Prior: Multi-Scale Temporal Feature Affinity Learning for Robust Video SegmentationCode0
READMem: Robust Embedding Association for a Diverse Memory in Unconstrained Video Object SegmentationCode0
Rethinking Amodal Video Segmentation from Learning Supervised Signals with Object-centric RepresentationCode0
Flexible visual prompts for in-context learning in computer visionCode0
Adaptive Temporal Encoding Network for Video Instance-level Human ParsingCode0
Few-Shot Segmentation Propagation with Guided NetworksCode0
RANet: Ranking Attention Network for Fast Video Object SegmentationCode0
Proposal, Tracking and Segmentation (PTS): A Cascaded Network for Video Object SegmentationCode0
Rethinking the Evaluation of Video SummariesCode0
Accel: A Corrective Fusion Network for Efficient Semantic Segmentation on VideoCode0
Revisiting Click-based Interactive Video Object SegmentationCode0
Revisiting Sequence-to-Sequence Video Object Segmentation with Multi-Task Loss and Skip-MemoryCode0
A Benchmark Dataset and Evaluation Methodology for Video Object SegmentationCode0
ClickVOS: Click Video Object SegmentationCode0
Robotic Scene Segmentation with Memory Network for Runtime Surgical Context InferenceCode0
Wandering around: A bioinspired approach to visual attention through object motion sensitivityCode0
Robust Online Video Instance Segmentation with Track QueriesCode0
Weakly Supervised Energy-Based Learning for Action SegmentationCode0
PReMVOS: Proposal-generation, Refinement and Merging for Video Object SegmentationCode0
CCNet: Criss-Cross Attention for Semantic SegmentationCode0
PolypNextLSTM: A lightweight and fast polyp video segmentation network using ConvNext and ConvLSTMCode0
UAVid: A Semantic Segmentation Dataset for UAV ImageryCode0
ThinkVideo: High-Quality Reasoning Video Segmentation with Chain of ThoughtsCode0
CapsuleVOS: Semi-Supervised Video Object Segmentation Using Capsule RoutingCode0
Personalized PCA: Decoupling Shared and Unique FeaturesCode0
Anchor Diffusion for Unsupervised Video Object SegmentationCode0
BubbleNets: Learning to Select the Guidance Frame in Video Object Segmentation by Deep Sorting FramesCode0
Video Semantic Segmentation with Inter-Frame Feature Fusion and Inner-Frame Feature RefinementCode0
Few-Shot Referring Video Single- and Multi-Object Segmentation via Cross-Modal Affinity with Instance Sequence MatchingCode0
Online Unsupervised Video Object Segmentation via Contrastive Motion ClusteringCode0
FEELVOS: Fast End-to-End Embedding Learning for Video Object SegmentationCode0
Video State-Changing Object SegmentationCode0
One-Shot Medical Video Object Segmentation via Temporal Contrastive Memory NetworksCode0
OmniFall: A Unified Staged-to-Wild Benchmark for Human Fall DetectionCode0
Object Instance Annotation With Deep Extreme Level Set EvolutionCode0
Towards Segmenting Anything That MovesCode0
Object discovery and representation networksCode0
Feature Space Optimization for Semantic Video SegmentationCode0
Fast Video Object Segmentation by Reference-Guided Mask PropagationCode0
Box Supervised Video Segmentation Proposal NetworkCode0
Fast User-Guided Video Object Segmentation by Interaction-and-Propagation NetworksCode0
NewsNet: A Novel Dataset for Hierarchical Temporal SegmentationCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1TMANet-50mIoU80.3Unverified
2TDNet-50 [9]mIoU79.9Unverified
3DeltaDist-DDRNet-39mIoU79.9Unverified
4PSPNet-101 [20]mIoU79.7Unverified
5PSPNet-50 [20]mIoU78.1Unverified
6LVS [12]mIoU76.8Unverified
7GRFP [15]mIoU73.6Unverified
8FCN-50 [14]mIoU70.1Unverified
9DFF [22]mIoU69.2Unverified
#ModelMetricClaimedVerifiedStatus
1TMANet-50Mean IoU76.5Unverified
2ETC-MobileNetMean IoU76.3Unverified
3TDNet-50Mean IoU76.2Unverified
4PSPNet-50Mean IoU76Unverified
5NetwarpMean IoU74.7Unverified
6GRFPMean IoU67.1Unverified
#ModelMetricClaimedVerifiedStatus
1DVIS++(VIT-L)mIoU63.8Unverified
2UniVS(Swin-L)mIoU59.8Unverified
3Tube-Link(Swin-large)mIoU59.6Unverified
4MRCFA(MiT-B5)mIoU49.9Unverified
5CFFM(MiT-B5)mIoU49.3Unverified
#ModelMetricClaimedVerifiedStatus
1WaSR-T (ResNet-101)Q60.1Unverified
2TMANet (ResNet-50)Q57.5Unverified
3CSANet (ResNet-101)Q49.1Unverified
#ModelMetricClaimedVerifiedStatus
1MVNet(DeepLabV3)mIoU54.52Unverified
2MVNet(PSPNet)mIoU54.36Unverified
3MVNet(FCN)mIoU53.9Unverified