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 851895 of 895 papers

TitleStatusHype
Recurrent Fully Convolutional Networks for Video Segmentation0
Spatio-Temporal Image Boundary Extrapolation0
Fully Convolutional Networks for Semantic SegmentationCode0
Improved Image Boundaries for Better Video Segmentation0
Gamifying Video Object Segmentation0
Self-Occlusions and Disocclusions in Causal Video Object Segmentation0
Fully Connected Object Proposals for Video Segmentation0
Efficient Video Segmentation Using Parametric Graph Partitioning0
Video Segmentation With Just a Few Strokes0
Deep End2End Voxel2Voxel Prediction0
Geometric Context from Videos0
Multiresolution hierarchy co-clustering for semantic segmentation in sequences with small variations0
An end-to-end generative framework for video segmentation and recognition0
Semantic Video Segmentation : Exploring Inference EfficiencyCode0
LooseCut: Interactive Image Segmentation with Loosely Bounded Boxes0
Beyond Semantic Image Segmentation : Exploring Efficient Inference in Video0
Multi-Cue Structure Preserving MRF for Unconstrained Video Segmentation0
Joint Tracking and Segmentation of Multiple Targets0
SOLD: Sub-Optimal Low-rank Decomposition for Efficient Video Segmentation0
JOTS: Joint Online Tracking and Segmentation0
Causal Video Object Segmentation From Persistence of Occlusions0
Eye Tracking Assisted Extraction of Attentionally Important Objects From Videos0
Classifier Based Graph Construction for Video Segmentation0
Fast Action Proposals for Human Action Detection and Search0
Multiclass Semantic Video Segmentation With Object-Level Active Inference0
Superpixel-Based Video Object Segmentation Using Perceptual Organization and Location Prior0
Saliency-Aware Geodesic Video Object Segmentation0
Learning to Segment Moving Objects in Videos0
Automatic video scene segmentation based on spatial-temporal clues and rhythm0
Grouping-Based Low-Rank Trajectory Completion and 3D Reconstruction0
SeamSeg: Video Object Segmentation using Patch Seams0
Temporal Segmentation of Egocentric Videos0
Region-based Particle Filter for Video Object Segmentation0
Spectral Graph Reduction for Efficient Image and Streaming Video Segmentation0
Weakly Supervised Multiclass Video Segmentation0
Improving Streaming Video Segmentation with Early and Mid-Level Visual Processing0
A Fast Two Pass Multi-Value Segmentation Algorithm based on Connected Component Analysis0
MAS for video objects segmentation and tracking based on active contours and SURF descriptor0
Multi-class Video Co-segmentation with a Generative Multi-video Model0
Video Object Segmentation through Spatially Accurate and Temporally Dense Extraction of Primary Object Regions0
Hierarchical Video Representation with Trajectory Binary Partition Tree0
Video Human Segmentation using Fuzzy Object Models and its Application to Body Pose Estimation of Toddlers for Behavior Studies0
Video Segmentation via Diffusion Bases0
Efficient MRF Energy Propagation for Video Segmentation via Bilateral Filters0
Image Segmentation by Uniform Color Clustering Approach and Benchmark Results0
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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