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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 121–130 of 283 papers

Title	Date	Tasks	Status	Hype
Federated EndoViT: Pretraining Vision Transformers via Federated Learning on Endoscopic Image Collections	Apr 23, 2025	Action Triplet RecognitionFederated Learning	—Unverified	0
Improving Pixel-Level Contrastive Learning by Leveraging Exogenous Depth Information	Nov 18, 2022	Contrastive LearningDepth Estimation	—Unverified	0
FBNet: Feature Balance Network for Urban-Scene Segmentation	Nov 5, 2021	Autonomous DrivingImage Segmentation	—Unverified	0
Individuation of 3D perceptual units from neurogeometry of binocular cells	Oct 3, 2024	Scene Segmentation	—Unverified	0
Indoor Point Cloud Segmentation Using Iterative Gaussian Mapping and Improved Model Fitting	Apr 16, 2020	Point Cloud SegmentationScene Segmentation	—Unverified	0
Interpretability Beyond Classification Output: Semantic Bottleneck Networks	Jul 25, 2019	ClassificationDimensionality Reduction	—Unverified	0
A Robotic 3D Perception System for Operating Room Environment Awareness	Mar 20, 2020	3D Semantic SegmentationScene Segmentation	—Unverified	0
2020 CATARACTS Semantic Segmentation Challenge	Oct 21, 2021	AnatomyScene Segmentation	—Unverified	0
FALCON: Fairness Learning via Contrastive Attention Approach to Continual Semantic Scene Understanding	Nov 27, 2023	Continual LearningContinual Semantic Segmentation	—Unverified	0
Classification Drives Geographic Bias in Street Scene Segmentation	Dec 15, 2024	ClassificationDiversity	—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