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 551600 of 895 papers

TitleStatusHype
Flow-based Video Segmentation for Human Head and ShouldersCode1
Self-supervised Video Object Segmentation by Motion Grouping0
Target-Aware Object Discovery and Association for Unsupervised Video Multi-Object Segmentation0
Learning Position and Target Consistency for Memory-based Video Object Segmentation0
Rethinking Self-supervised Correspondence Learning: A Video Frame-level Similarity PerspectiveCode1
Fully Automated 2D and 3D Convolutional Neural Networks Pipeline for Video Segmentation and Myocardial Infarction Detection in Echocardiography0
Efficient Regional Memory Network for Video Object SegmentationCode1
ClawCraneNet: Leveraging Object-level Relation for Text-based Video Segmentation0
GSVNet: Guided Spatially-Varying Convolution for Fast Semantic Segmentation on VideoCode0
Modular Interactive Video Object Segmentation: Interaction-to-Mask, Propagation and Difference-Aware FusionCode1
Triple-cooperative Video Shadow DetectionCode1
Novel tile segmentation scheme for omnidirectional video0
Fast Interactive Video Object Segmentation with Graph Neural NetworksCode0
Separable Structure Modeling for Semi-supervised Video Object SegmentationCode0
Temporal Memory Attention for Video Semantic SegmentationCode1
SwiftNet: Real-time Video Object SegmentationCode1
Referring Segmentation in Images and Videos with Cross-Modal Self-Attention Network0
Active Boundary Loss for Semantic SegmentationCode1
Generic Event Boundary Detection: A Benchmark for Event SegmentationCode1
SSTVOS: Sparse Spatiotemporal Transformers for Video Object SegmentationCode1
VideoClick: Video Object Segmentation with a Single Click0
Generating Masks from Boxes by Mining Spatio-Temporal Consistencies in Videos0
Mask Selection and Propagation for Unsupervised Video Object SegmentationCode0
Local Memory Attention for Fast Video Semantic SegmentationCode0
Semantic Video Segmentation for Intracytoplasmic Sperm Injection Procedures0
Deep Transport Network for Unsupervised Video Object Segmentation0
Learning Motion-Appearance Co-Attention for Zero-Shot Video Object SegmentationCode1
Video Object Segmentation With Dynamic Memory Networks and Adaptive Object AlignmentCode0
Learning Dynamic Network Using a Reuse Gate Function in Semi-supervised Video Object SegmentationCode1
Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object Segmentation0
Contrastive Transformation for Self-supervised Correspondence LearningCode1
F2Net: Learning to Focus on the Foreground for Unsupervised Video Object Segmentation0
Make One-Shot Video Object Segmentation Efficient AgainCode1
UVid-Net: Enhanced Semantic Segmentation of UAV Aerial Videos by Embedding Temporal InformationCode0
High Fidelity Interactive Video Segmentation Using Tensor Decomposition Boundary Loss Convolutional Tessellations and Context Aware Skip Connections0
TTVOS: Lightweight Video Object Segmentation with Adaptive Template Attention Module and Temporal Consistency LossCode1
Learning Representations from Audio-Visual Spatial Alignment0
Highway Driving Dataset for Semantic Video Segmentation0
Reducing the Annotation Effort for Video Object Segmentation Datasets0
Actor and Action Modular Network for Text-based Video Segmentation0
Semantic video segmentation for autonomous driving0
Coherent Loss: A Generic Framework for Stable Video Segmentation0
Delving into the Cyclic Mechanism in Semi-supervised Video Object SegmentationCode1
Learning to Sort Image Sequences via Accumulated Temporal Differences0
Real-time Localized Photorealistic Video Style Transfer0
Noisy-LSTM: Improving Temporal Awareness for Video Semantic Segmentation0
Video Object Segmentation with Adaptive Feature Bank and Uncertain-Region RefinementCode1
Collaborative Video Object Segmentation by Multi-Scale Foreground-Background IntegrationCode1
TSPNet: Hierarchical Feature Learning via Temporal Semantic Pyramid for Sign Language TranslationCode2
Hybrid-S2S: Video Object Segmentation with Recurrent Networks and Correspondence MatchingCode0
Show:102550
← PrevPage 12 of 18Next →

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