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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 131–140 of 283 papers

Title	Date	Tasks	Status	Hype
Real-Time Segmentation Networks should be Latency Aware	Apr 6, 2020	Autonomous VehiclesScene Segmentation	—Unverified	0
Multi-scale Attention U-Net (MsAUNet): A Modified U-Net Architecture for Scene Segmentation	Sep 15, 2020	Scene SegmentationSegmentation	—Unverified	0
Exploring 3D Activity Reasoning and Planning: From Implicit Human Intentions to Route-Aware Planning	Mar 17, 2025	Scene SegmentationTask Planning	—Unverified	0
Cataract-1K: Cataract Surgery Dataset for Scene Segmentation, Phase Recognition, and Irregularity Detection	Dec 11, 2023	BenchmarkingDomain Adaptation	—Unverified	0
Example-Guided Style-Consistent Image Synthesis From Semantic Labeling	Jun 1, 2019	Image GenerationScene Segmentation	—Unverified	0
An Image Fusion Scheme for Single-Shot High Dynamic Range Imaging with Spatially Varying Exposures	Aug 22, 2019	Multi-Exposure Image FusionScene Segmentation	—Unverified	0
Multilayer Dense Connections for Hierarchical Concept Classification	Mar 19, 2020	ClassificationGeneral Classification	—Unverified	0
3D Learnable Supertoken Transformer for LiDAR Point Cloud Scene Segmentation	May 23, 2024	ClusteringScene Segmentation	—Unverified	0
Enhancing Local Feature Learning for 3D Point Cloud Processing using Unary-Pairwise Attention	Mar 1, 2022	Scene Segmentation	—Unverified	0
MOVES: Movable and Moving LiDAR Scene Segmentation in Label-Free settings using Static Reconstruction	Jun 26, 2023	Autonomous NavigationScene Segmentation	—Unverified	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