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 101–125 of 283 papers

TitleStatusHype
Image Synthesis with Class-Aware Semantic Diffusion Models for Surgical Scene Segmentation—0
Surgical Scene Segmentation by Transformer With Asymmetric Feature EnhancementCode0
Scene-Segmentation-Based Exposure Compensation for Tone Mapping of High Dynamic Range Scenes—0
Tackling domain generalization for out-of-distribution endoscopic imaging—0
Uncertainty Estimation and Out-of-Distribution Detection for LiDAR Scene Semantic Segmentation—0
Data Augmentation for Surgical Scene Segmentation with Anatomy-Aware Diffusion ModelsCode0
Individuation of 3D perceptual units from neurogeometry of binocular cells—0
Deep intra-operative illumination calibration of hyperspectral cameras—0
Real-Time Multi-Scene Visibility Enhancement for Promoting Navigational Safety of Vessels Under Complex Weather ConditionsCode0
Handling Geometric Domain Shifts in Semantic Segmentation of Surgical RGB and Hyperspectral ImagesCode0
Multimodal Fusion and Coherence Modeling for Video Topic Segmentation—0
CycleSAM: One-Shot Surgical Scene Segmentation using Cycle-Consistent Feature Matching to Prompt SAM—0
RHRSegNet: Relighting High-Resolution Night-Time Semantic Segmentation—0
Fast and Efficient: Mask Neural Fields for 3D Scene SegmentationCode0
Matching Query Image Against Selected NeRF Feature for Efficient and Scalable Localization—0
MCDS-VSS: Moving Camera Dynamic Scene Video Semantic Segmentation by Filtering with Self-Supervised Geometry and MotionCode0
Improved Convex Decomposition with Ensembling and Boolean Primitives—0
3D Learnable Supertoken Transformer for LiDAR Point Cloud Scene Segmentation—0
TS40K: a 3D Point Cloud Dataset of Rural Terrain and Electrical Transmission System—0
Contrastive Gaussian Clustering: Weakly Supervised 3D Scene Segmentation—0
Gaga: Group Any Gaussians via 3D-aware Memory Bank—0
OpenNeRF: Open Set 3D Neural Scene Segmentation with Pixel-Wise Features and Rendered Novel Views—0
PointSeg: A Training-Free Paradigm for 3D Scene Segmentation via Foundation Models—0
One model to use them all: Training a segmentation model with complementary datasetsCode0
Learning Generalized Segmentation for Foggy-scenes by Bi-directional Wavelet GuidanceCode0
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All datasetsSUN-RGBDScanNetStreetHazardsMovieNetUAVid

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