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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 221–230 of 283 papers

Title	Date	Tasks	Status	Hype	Score
Semantic Scene Completion using Local Deep Implicit Functions on LiDAR Data	Nov 18, 2020	3D geometry3D Semantic Scene Completion	—Unverified	0	0
Efficient fine-grained road segmentation using superpixel-based CNN and CRF models	Jun 22, 2022	Computational EfficiencyRoad Segmentation	—Unverified	0	0
Active Self-Training for Weakly Supervised 3D Scene Semantic Segmentation	Sep 15, 2022	Active LearningScene Segmentation	—Unverified	0	0
Semantic Scene Segmentation for Robotics Applications	Aug 25, 2021	Autonomous NavigationScene Segmentation	—Unverified	0	0
Elastic Interaction Energy-Informed Real-Time Traffic Scene Perception	Oct 2, 2023	Autonomous DrivingImage Segmentation	—Unverified	0	0
Enhancing Local Feature Learning for 3D Point Cloud Processing using Unary-Pairwise Attention	Mar 1, 2022	Scene Segmentation	—Unverified	0	0
Example-Guided Style-Consistent Image Synthesis From Semantic Labeling	Jun 1, 2019	Image GenerationScene Segmentation	—Unverified	0	0
Exploring 3D Activity Reasoning and Planning: From Implicit Human Intentions to Route-Aware Planning	Mar 17, 2025	Scene SegmentationTask Planning	—Unverified	0	0
Semantic Segmentation of RGBD Images With Mutex Constraints	Dec 1, 2015	Common Sense ReasoningScene Labeling	—Unverified	0	0
Semantic segmentation of surgical hyperspectral images under geometric domain shifts	Mar 20, 2023	Organ 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