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 801850 of 895 papers

TitleStatusHype
Bringing Background into the Foreground: Making All Classes Equal in Weakly-supervised Video Semantic Segmentation0
Video Salient Object Detection Using Spatiotemporal Deep Features0
Video Object Segmentation with Re-identificationCode0
Video Object Segmentation using Tracked Object Proposals0
SPFTN: A Self-Paced Fine-Tuning Network for Segmenting Objects in Weakly Labelled Videos0
Video Segmentation via Multiple Granularity Analysis0
Online Video Object Segmentation via Convolutional Trident Network0
FusionSeg: Learning to Combine Motion and Appearance for Fully Automatic Segmentation of Generic Objects in Videos0
Unsupervised Semantic Scene Labeling for Streaming Data0
Budget-Aware Deep Semantic Video Segmentation0
Flow-free Video Object Segmentation0
Online Adaptation of Convolutional Neural Networks for Video Object Segmentation0
Discrete-Continuous ADMM for Transductive Inference in Higher-Order MRFs0
Automatic Real-time Background Cut for Portrait Videos0
Learning Video Object Segmentation with Visual Memory0
Video Object Segmentation using Supervoxel-Based GerrymanderingCode0
R-Clustering for Egocentric Video Segmentation0
Semantically-Guided Video Object Segmentation0
The 2017 DAVIS Challenge on Video Object Segmentation0
Geodesic Distance Histogram Feature for Video Segmentation0
Lucid Data Dreaming for Video Object SegmentationCode0
Super-Trajectory for Video Segmentation0
Selective Video Object Cutout0
FusionSeg: Learning to combine motion and appearance for fully automatic segmention of generic objects in videos0
Semantic Video Segmentation by Gated Recurrent Flow Propagation0
Unsupervised Video Segmentation via Spatio-Temporally Nonlocal Appearance Learning0
Video Propagation Networks0
Learning Video Object Segmentation from Static ImagesCode0
Pyramid Scene Parsing NetworkCode1
Deep Feature Flow for Video RecognitionCode1
Convolutional Gated Recurrent Networks for Video Segmentation0
Can Ground Truth Label Propagation from Video help Semantic Segmentation?0
Towards Segmenting Consumer Stereo Videos: Benchmark, Baselines and Ensembles0
STFCN: Spatio-Temporal FCN for Semantic Video SegmentationCode0
Clockwork Convnets for Video Semantic SegmentationCode1
Object Detection, Tracking, and Motion Segmentation for Object-level Video Segmentation0
Analyzing Linear Dynamical Systems: From Modeling to Coding and LearningCode0
Approximate Policy Iteration for Budgeted Semantic Video Segmentation0
Click Carving: Segmenting Objects in Video with Point Clicks0
Deep Learning Markov Random Field for Semantic Segmentation0
FOMTrace: Interactive Video Segmentation By Image Graphs and Fuzzy Object Models0
Point-wise mutual information-based video segmentation with high temporal consistency0
Semi-Supervised Domain Adaptation for Weakly Labeled Semantic Video Object Segmentation0
A Benchmark Dataset and Evaluation Methodology for Video Object SegmentationCode0
Coherent Parametric Contours for Interactive Video Object Segmentation0
Instance-Level Video Segmentation From Object Tracks0
Feature Space Optimization for Semantic Video SegmentationCode0
Primary Object Segmentation in Videos via Alternate Convex Optimization of Foreground and Background Distributions0
Bilateral Space Video Segmentation0
Video Segmentation via Object Flow0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1TMANet-50mIoU80.3Unverified
2DeltaDist-DDRNet-39mIoU79.9Unverified
3TDNet-50 [9]mIoU79.9Unverified
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