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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 161–170 of 283 papers

Title	Date	Tasks	Status	Hype
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
Active Self-Training for Weakly Supervised 3D Scene Semantic Segmentation	Sep 15, 2022	Active LearningScene Segmentation	—Unverified	0
Introducing Intermediate Domains for Effective Self-Training during Test-Time	Aug 16, 2022	Domain AdaptationScene Segmentation	—Unverified	0
CloudAttention: Efficient Multi-Scale Attention Scheme For 3D Point Cloud Learning	Jul 31, 2022	Scene SegmentationSegmentation	CodeCode Available	0
Pseudo-label Guided Cross-video Pixel Contrast for Robotic Surgical Scene Segmentation with Limited Annotations	Jul 20, 2022	Pseudo LabelRepresentation Learning	—Unverified	0
Adversarial Style Augmentation for Domain Generalized Urban-Scene Segmentation	Jul 11, 2022	Domain Generalizationimage-classification	CodeCode Available	0
Self-attention on Multi-Shifted Windows for Scene Segmentation	Jul 10, 2022	DescriptiveScene Segmentation	CodeCode Available	0
OS-MSL: One Stage Multimodal Sequential Link Framework for Scene Segmentation and Classification	Jul 4, 2022	Scene Segmentation	—Unverified	0
Efficient fine-grained road segmentation using superpixel-based CNN and CRF models	Jun 22, 2022	Computational EfficiencyRoad 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