SOTAVerified

Scene Segmentation

Scene segmentation is the task of splitting a scene into its various object components.

Image adapted from Temporally coherent 4D reconstruction of complex dynamic scenes.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 151–175 of 283 papers

TitleStatusHype
PAPooling: Graph-based Position Adaptive Aggregation of Local Geometry in Point Clouds—0
PARTS: Unsupervised Segmentation With Slots, Attention and Independence Maximization—0
Pedestrian Detection aided by Deep Learning Semantic Tasks—0
Point Cloud Based Scene Segmentation: A Survey—0
Point Cloud Recognition with Position-to-Structure Attention Transformers—0
Point-GR: Graph Residual Point Cloud Network for 3D Object Classification and Segmentation—0
Pointmap Association and Piecewise-Plane Constraint for Consistent and Compact 3D Gaussian Segmentation Field—0
Unsupervised Contrastive Learning with Simple Transformation for 3D Point Cloud Data—0
PointSeg: A Training-Free Paradigm for 3D Scene Segmentation via Foundation Models—0
Potential Convolution: Embedding Point Clouds into Potential Fields—0
Predicting Driver Self-Reported Stress by Analyzing the Road Scene—0
Predicting Multiple Structured Visual Interpretations—0
Pseudo-label Guided Cross-video Pixel Contrast for Robotic Surgical Scene Segmentation with Limited Annotations—0
ThermalDiffusion: Visual-to-Thermal Image-to-Image Translation for Autonomous Navigation—0
Putting 3D Spatially Sparse Networks on a Diet—0
Quantifying Model Uncertainty for Semantic Segmentation using Operators in the RKHS—0
Radiation Search Operations using Scene Understanding with Autonomous UAV and UGV—0
Real-time Progressive 3D Semantic Segmentation for Indoor Scene—0
Reducing Label Dependency for Underwater Scene Understanding: A Survey of Datasets, Techniques and Applications—0
ResearchDoom and CocoDoom: Learning Computer Vision with Games—0
Multimodal Fusion and Coherence Modeling for Video Topic Segmentation—0
RHRSegNet: Relighting High-Resolution Night-Time Semantic Segmentation—0
Towards Scenario-based Safety Validation for Autonomous Trains with Deep Generative Models—0
Robust 3D Scene Segmentation through Hierarchical and Learnable Part-Fusion—0
Salient Object Detection: A Survey—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ICMMean IoU50.6—Unverified
2Index NetworkMean IoU33.48—Unverified
3DeepLab-LargeFOVMean IoU32.08—Unverified
4SegNetMean IoU31.84—Unverified
5FCNMean IoU27.39—Unverified
#ModelMetricClaimedVerifiedStatus
13DMVAverage Accuracy75—Unverified
2KPConv3DIoU68.6—Unverified
3PointNet++Average Accuracy60.2—Unverified
#ModelMetricClaimedVerifiedStatus
1Mask2AnomalyOpen-mIoU59.8—Unverified
2LDN121-RPLOpen-mIoU56.3—Unverified
3LDN121-DenseHybridOpen-mIoU45.8—Unverified
#ModelMetricClaimedVerifiedStatus
1NeighborNetAP71.9—Unverified
2TranS4merAP60.78—Unverified
#ModelMetricClaimedVerifiedStatus
1UNetFormerCategory mIoU67.8—Unverified