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 101–150 of 283 papers

TitleStatusHype
A Fully-Connected Layered Model of Foreground and Background Flow—0
A Fully Convolutional Tri-branch Network (FCTN) for Domain Adaptation—0
Urban Scene Segmentation with Laser-Constrained CRFs—0
A Metacognitive Approach to Out-of-Distribution Detection for Segmentation—0
Amplitude Spectrum Transformation for Open Compound Domain Adaptive Semantic Segmentation—0
A Multimodal Framework for Video Ads Understanding—0
An Image Fusion Scheme for Single-Shot High Dynamic Range Imaging with Spatially Varying Exposures—0
Scene Detection Policies and Keyframe Extraction Strategies for Large-Scale Video Analysis—0
A Robotic 3D Perception System for Operating Room Environment Awareness—0
A Robust 3D-2D Interactive Tool for Scene Segmentation and Annotation—0
Arthroscopic Multi-Spectral Scene Segmentation Using Deep Learning—0
Attention Discriminant Sampling for Point Clouds—0
Automatic video scene segmentation based on spatial-temporal clues and rhythm—0
Activation-wise Propagation: A Universal Strategy to Break Timestep Constraints in Spiking Neural Networks for 3D Data Processing—0
Scene-Segmentation-Based Exposure Compensation for Tone Mapping of High Dynamic Range Scenes—0
Transformer-based Flood Scene Segmentation for Developing Countries—0
Boundary-aware Pre-training for Video Scene Segmentation—0
Segment3D: Learning Fine-Grained Class-Agnostic 3D Segmentation without Manual Labels—0
Cataract-1K: Cataract Surgery Dataset for Scene Segmentation, Phase Recognition, and Irregularity Detection—0
Segmenting Scenes by Matching Image Composites—0
Classification Drives Geographic Bias in Street Scene Segmentation—0
Segment-Tree Based Cost Aggregation for Stereo Matching—0
Concept-Aware LoRA for Domain-Aligned Segmentation Dataset Generation—0
CONDA: Continual Unsupervised Domain Adaptation Learning in Visual Perception for Self-Driving Cars—0
TS40K: a 3D Point Cloud Dataset of Rural Terrain and Electrical Transmission System—0
Contrastive Gaussian Clustering: Weakly Supervised 3D Scene Segmentation—0
Learning Segmented 3D Gaussians via Efficient Feature Unprojection for Zero-shot Neural Scene Segmentation—0
Cross-CBAM: A Lightweight network for Scene Segmentation—0
CROVIA: Seeing Drone Scenes from Car Perspective via Cross-View Adaptation—0
CycleSAM: One-Shot Surgical Scene Segmentation using Cycle-Consistent Feature Matching to Prompt SAM—0
DA-BEV: Unsupervised Domain Adaptation for Bird's Eye View Perception—0
DAR-Net: Dynamic Aggregation Network for Semantic Scene Segmentation—0
Deep intra-operative illumination calibration of hyperspectral cameras—0
U3DS^3: Unsupervised 3D Semantic Scene Segmentation—0
Detecting Scenes in Fiction: A new Segmentation Task—0
Did Evolution get it right? An evaluation of Near-Infrared imaging in semantic scene segmentation using deep learning—0
Differentiating Features for Scene Segmentation Based on Dedicated Attention Mechanisms—0
Domain Adaptive Semantic Segmentation by Optimal Transport—0
DSNet: An Efficient CNN for Road Scene Segmentation—0
Uncertainty Estimation and Out-of-Distribution Detection for LiDAR Scene Semantic Segmentation—0
Semantic Scene Completion using Local Deep Implicit Functions on LiDAR Data—0
Efficient fine-grained road segmentation using superpixel-based CNN and CRF models—0
Active Self-Training for Weakly Supervised 3D Scene Semantic Segmentation—0
Semantic Scene Segmentation for Robotics Applications—0
Elastic Interaction Energy-Informed Real-Time Traffic Scene Perception—0
Example-Guided Style-Consistent Image Synthesis From Semantic Labeling—0
Exploring 3D Activity Reasoning and Planning: From Implicit Human Intentions to Route-Aware Planning—0
Semantic Segmentation of RGBD Images With Mutex Constraints—0
Real-Time Segmentation Networks should be Latency Aware—0
FALCON: Fairness Learning via Contrastive Attention Approach to Continual Semantic Scene Understanding—0
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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