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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 Added Most Hyped Most Active Needs Verification Most Verified

Showing 201–210 of 283 papers

Title	Date	Tasks	Status	Hype	Score
Classification Drives Geographic Bias in Street Scene Segmentation	Dec 15, 2024	ClassificationDiversity	—Unverified	0	0
Segment-Tree Based Cost Aggregation for Stereo Matching	Jun 1, 2013	Scene SegmentationStereo Matching	—Unverified	0	0
Concept-Aware LoRA for Domain-Aligned Segmentation Dataset Generation	Mar 28, 2025	Dataset GenerationDomain Generalization	—Unverified	0	0
CONDA: Continual Unsupervised Domain Adaptation Learning in Visual Perception for Self-Driving Cars	Dec 1, 2022	Domain AdaptationScene Segmentation	—Unverified	0	0
TS40K: a 3D Point Cloud Dataset of Rural Terrain and Electrical Transmission System	May 22, 2024	3D Object Detection3D Semantic Segmentation	—Unverified	0	0
Contrastive Gaussian Clustering: Weakly Supervised 3D Scene Segmentation	Apr 19, 2024	ClusteringContrastive Learning	—Unverified	0	0
Learning Segmented 3D Gaussians via Efficient Feature Unprojection for Zero-shot Neural Scene Segmentation	Jan 11, 2024	DecoderPanoptic Segmentation	—Unverified	0	0
Cross-CBAM: A Lightweight network for Scene Segmentation	Jun 4, 2023	Edge-computingReal-Time Semantic Segmentation	—Unverified	0	0
CROVIA: Seeing Drone Scenes from Car Perspective via Cross-View Adaptation	Apr 14, 2023	Autonomous DrivingScene Segmentation	—Unverified	0	0
CycleSAM: One-Shot Surgical Scene Segmentation using Cycle-Consistent Feature Matching to Prompt SAM	Jul 9, 2024	One-Shot SegmentationScene Segmentation	—Unverified	0	0

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All datasets SUN-RGBD ScanNet StreetHazards MovieNet UAVid

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	ICM	Mean IoU	50.6	—	Unverified
2	Index Network	Mean IoU	33.48	—	Unverified
3	DeepLab-LargeFOV	Mean IoU	32.08	—	Unverified
4	SegNet	Mean IoU	31.84	—	Unverified
5	FCN	Mean IoU	27.39	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	3DMV	Average Accuracy	75	—	Unverified
2	KPConv	3DIoU	68.6	—	Unverified
3	PointNet++	Average Accuracy	60.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Mask2Anomaly	Open-mIoU	59.8	—	Unverified
2	LDN121-RPL	Open-mIoU	56.3	—	Unverified
3	LDN121-DenseHybrid	Open-mIoU	45.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	NeighborNet	AP	71.9	—	Unverified
2	TranS4mer	AP	60.78	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UNetFormer	Category mIoU	67.8	—	Unverified