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
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
Pyramid Dilated Deeper ConvLSTM for Video Salient Object Detection0
Video Object Segmentation by Learning Location-Sensitive Embeddings0
Unsupervised Video Object Segmentation with Motion-based Bilateral Networks0
Automatic Foreground Extraction from Imperfect Backgrounds using Multi-Agent Consensus Equilibrium0
Moving Object Segmentation in Jittery Videos by Stabilizing Trajectories Modeled in Kendall's Shape Space0
Pixel Objectness: Learning to Segment Generic Objects Automatically in Images and Videos0
Adaptive Temporal Encoding Network for Video Instance-level Human ParsingCode0
PReMVOS: Proposal-generation, Refinement and Merging for Video Object SegmentationCode0
Accel: A Corrective Fusion Network for Efficient Semantic Segmentation on VideoCode0
Deep Spatio-Temporal Random Fields for Efficient Video Segmentation0
Semantic Video Segmentation: A Review on Recent Approaches0
RAPIDNN: In-Memory Deep Neural Network Acceleration Framework0
ReConvNet: Video Object Segmentation with Spatio-Temporal Features Modulation0
Stochastic Block Models are a Discrete Surface TensionCode0
Fast and Accurate Online Video Object Segmentation via Tracking PartsCode0
Motion-Guided Cascaded Refinement Network for Video Object Segmentation0
Fast Video Object Segmentation by Reference-Guided Mask PropagationCode0
Reinforcement Cutting-Agent Learning for Video Object Segmentation0
MoNet: Deep Motion Exploitation for Video Object Segmentation0
Few-Shot Segmentation Propagation with Guided NetworksCode0
Unsupervised Video Object Segmentation for Deep Reinforcement LearningCode0
NeuralNetwork-Viterbi: A Framework for Weakly Supervised Video Learning0
Superframes, A Temporal Video Segmentation0
Blazingly Fast Video Object Segmentation with Pixel-Wise Metric Learning0
Dynamic Video Segmentation Network0
Low-Latency Video Semantic Segmentation0
MaskRNN: Instance Level Video Object Segmentation0
CNN in MRF: Video Object Segmentation via Inference in A CNN-Based Higher-Order Spatio-Temporal MRF0
Adversarial Framework for Unsupervised Learning of Motion Dynamics in Videos0
Video Object Segmentation with Language Referring Expressions0
Actor and Action Video Segmentation from a SentenceCode1
Video Object Segmentation with Joint Re-identification and Attention-Aware Mask Propagation0
The 2018 DAVIS Challenge on Video Object Segmentation0
ISEC: Iterative over-Segmentation via Edge Clustering0
Efficient Video Object Segmentation via Network ModulationCode0
Instance Embedding Transfer to Unsupervised Video Object Segmentation0
Interactive Video Object Segmentation in the Wild0
An End-to-end 3D Convolutional Neural Network for Action Detection and Segmentation in Videos0
Recurrent Segmentation for Variable Computational Budgets0
Learning to Segment Human by Watching YouTube0
Primary Video Object Segmentation via Complementary CNNs and Neighborhood Reversible Flow0
SegFlow: Joint Learning for Video Object Segmentation and Optical FlowCode0
Video Object Segmentation Without Temporal Information0
Structured Low-Rank Matrix Factorization: Global Optimality, Algorithms, and Applications0
Pixel-Level Matching for Video Object Segmentation using Convolutional Neural Networks0
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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