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 701750 of 895 papers

TitleStatusHype
Key Instance Selection for Unsupervised Video Object Segmentation0
Learning Unsupervised Video Object Segmentation Through Visual AttentionCode0
SAIL-VOS: Semantic Amodal Instance Level Video Object Segmentation - A Synthetic Dataset and Baselines0
Object Instance Annotation With Deep Extreme Level Set EvolutionCode0
OVSNet : Towards One-Pass Real-Time Video Object Segmentation0
Fully Hyperbolic Convolutional Neural Networks0
U-Net Based Multi-instance Video Object Segmentation0
Semantic Segmentation of Video Sequences with Convolutional LSTMsCode1
The 2019 DAVIS Challenge on VOS: Unsupervised Multi-Object Segmentation0
Self-supervised Learning for Video Correspondence FlowCode0
On guiding video object segmentation0
Fast User-Guided Video Object Segmentation by Interaction-and-Propagation NetworksCode0
Video Object Segmentation and Tracking: A Survey0
Discriminative Online Learning for Fast Video Object Segmentation0
MHP-VOS: Multiple Hypotheses Propagation for Video Object SegmentationCode0
VORNet: Spatio-temporally Consistent Video Inpainting for Object Removal0
MAIN: Multi-Attention Instance Network for Video Segmentation0
BoLTVOS: Box-Level Tracking for Video Object Segmentation0
Prediction-Tracking-Segmentation0
Spatiotemporal CNN for Video Object SegmentationCode0
Architecture Search of Dynamic Cells for Semantic Video Segmentation0
Patchwork: A Patch-wise Attention Network for Efficient Object Detection and Segmentation in Video Streams0
Multigrid Predictive Filter Flow for Unsupervised Learning on VideosCode0
Video Object Segmentation using Space-Time Memory NetworksCode1
Fast video object segmentation with Spatio-Temporal GANs0
BubbleNets: Learning to Select the Guidance Frame in Video Object Segmentation by Deep Sorting FramesCode0
Rethinking the Evaluation of Video SummariesCode0
Value of Temporal Dynamics Information in Driving Scene Segmentation0
Learning Correspondence from the Cycle-Consistency of TimeCode0
FEELVOS: Fast End-to-End Embedding Learning for Video Object SegmentationCode0
Adaptive Masked Proxies for Few-Shot SegmentationCode0
Towards Segmenting Anything That MovesCode0
Multi-stream CNN based Video Semantic Segmentation for Automated Driving0
Unsupervised Video Object Segmentation with Distractor-Aware Online Adaptation0
Design Pseudo Ground Truth with Motion Cue for Unsupervised Video Object Segmentation0
End to End Video Segmentation for Driving : Lane Detection For Autonomous Car0
Online Model Distillation for Efficient Video InferenceCode1
Meta Learning Deep Visual Words for Fast Video Object SegmentationCode0
Multi-modal Capsule Routing for Actor and Action Video Segmentation Conditioned on Natural Language Queries0
A Generative Appearance Model for End-to-end Video Object SegmentationCode0
CCNet: Criss-Cross Attention for Semantic SegmentationCode0
Complementary Segmentation of Primary Video Objects with Reversible Flows0
Tukey-Inspired Video Object SegmentationCode1
Creatures great and SMAL: Recovering the shape and motion of animals from video0
Unsupervised RGBD Video Object Segmentation Using GANs0
Mask Propagation Network for Video Object Segmentation0
UAVid: A Semantic Segmentation Dataset for UAV ImageryCode0
Video Object Segmentation using Teacher-Student Adaptation in a Human Robot Interaction (HRI) SettingCode0
Unsupervised Online Video Object Segmentation with Motion Property UnderstandingCode0
A Coarse-To-Fine Framework For Video Object Segmentation0
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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