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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 276–283 of 283 papers

Title	Date	Tasks	Status	Hype	Score
Modeling Urban Scenes From Pointclouds	Oct 1, 2017	Scene Segmentation	—Unverified	0	0
MOVES: Movable and Moving LiDAR Scene Segmentation in Label-Free settings using Static Reconstruction	Jun 26, 2023	Autonomous NavigationScene Segmentation	—Unverified	0	0
Temporally coherent 4D reconstruction of complex dynamic scenes	Mar 10, 2016	4D reconstructionCamera Calibration	—Unverified	0	0
Multilayer Dense Connections for Hierarchical Concept Classification	Mar 19, 2020	ClassificationGeneral Classification	—Unverified	0	0
Multi-Model Learning for Real-Time Automotive Semantic Foggy Scene Understanding via Domain Adaptation	Dec 9, 2020	DecoderDomain Adaptation	—Unverified	0	0
Multi-scale Attention U-Net (MsAUNet): A Modified U-Net Architecture for Scene Segmentation	Sep 15, 2020	Scene SegmentationSegmentation	—Unverified	0	0
Temporal Propagation of Asymmetric Feature Pyramid for Surgical Scene Segmentation	Apr 18, 2025	Scene SegmentationScene Understanding	—Unverified	0	0
Tencent AVS: A Holistic Ads Video Dataset for Multi-modal Scene Segmentation	Dec 9, 2022	Multi-Label ClassificationMUlTI-LABEL-ClASSIFICATION	—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