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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 21–30 of 283 papers

Title	Date	Tasks	Status	Hype
Point-GR: Graph Residual Point Cloud Network for 3D Object Classification and Segmentation	Dec 4, 2024	3D Object ClassificationClassification	—Unverified	0
Reducing Label Dependency for Underwater Scene Understanding: A Survey of Datasets, Techniques and Applications	Nov 18, 2024	Scene SegmentationScene Understanding	—Unverified	0
Slender Object Scene Segmentation in Remote Sensing Image Based on Learnable Morphological Skeleton with Segment Anything Model	Nov 13, 2024	DecoderScene Segmentation	—Unverified	0
OLAF: A Plug-and-Play Framework for Enhanced Multi-object Multi-part Scene Parsing	Nov 5, 2024	Scene ParsingScene Segmentation	—Unverified	0
ROAD-Waymo: Action Awareness at Scale for Autonomous Driving	Nov 3, 2024	Autonomous DrivingBenchmarking	CodeCode Available	1
Image Synthesis with Class-Aware Semantic Diffusion Models for Surgical Scene Segmentation	Oct 31, 2024	Image GenerationScene Segmentation	—Unverified	0
Surgical Scene Segmentation by Transformer With Asymmetric Feature Enhancement	Oct 23, 2024	AnatomyScene Segmentation	CodeCode Available	0
Scene-Segmentation-Based Exposure Compensation for Tone Mapping of High Dynamic Range Scenes	Oct 21, 2024	Multi-Exposure Image FusionScene Segmentation	—Unverified	0
Tackling domain generalization for out-of-distribution endoscopic imaging	Oct 18, 2024	Domain GeneralizationScene Segmentation	—Unverified	0
Uncertainty Estimation and Out-of-Distribution Detection for LiDAR Scene Semantic Segmentation	Oct 11, 2024	Autonomous VehiclesOut-of-Distribution Detection	—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