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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 111–120 of 283 papers

Title	Date	Tasks	Status	Hype
Copy-Pasting Coherent Depth Regions Improves Contrastive Learning for Urban-Scene Segmentation	Nov 25, 2022	Contrastive LearningDepth Estimation	CodeCode Available	0
Autonomous Marker-less Rapid Aerial Grasping	Nov 23, 2022	ObjectObject Localization	—Unverified	0
Improving Pixel-Level Contrastive Learning by Leveraging Exogenous Depth Information	Nov 18, 2022	Contrastive LearningDepth Estimation	—Unverified	0
Quantifying Model Uncertainty for Semantic Segmentation using Operators in the RKHS	Nov 3, 2022	Scene SegmentationSegmentation	—Unverified	0
Transformer-based Flood Scene Segmentation for Developing Countries	Oct 9, 2022	Disaster ResponseFlooded Building Segmentation	—Unverified	0
Unsupervised RGB-to-Thermal Domain Adaptation via Multi-Domain Attention Network	Oct 9, 2022	Domain Adaptationimage-classification	CodeCode Available	1
Point Cloud Recognition with Position-to-Structure Attention Transformers	Oct 5, 2022	Feature EngineeringPosition	—Unverified	0
Unsupervised Multi-View Object Segmentation Using Radiance Field Propagation	Oct 2, 2022	3D Object EditingNeRF	—Unverified	0
Diffusion Unit: Interpretable Edge Enhancement and Suppression Learning for 3D Point Cloud Segmentation	Sep 20, 2022	3D Part SegmentationPoint Cloud Segmentation	CodeCode Available	1
Active Self-Training for Weakly Supervised 3D Scene Semantic Segmentation	Sep 15, 2022	Active LearningScene 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