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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 141–150 of 283 papers

Title	Date	Tasks	Status	Hype
Elastic Interaction Energy-Informed Real-Time Traffic Scene Perception	Oct 2, 2023	Autonomous DrivingImage Segmentation	—Unverified	0
Example-Guided Style-Consistent Image Synthesis From Semantic Labeling	Jun 1, 2019	Image GenerationScene Segmentation	—Unverified	0
Exploring 3D Activity Reasoning and Planning: From Implicit Human Intentions to Route-Aware Planning	Mar 17, 2025	Scene SegmentationTask Planning	—Unverified	0
Semantic Segmentation of RGBD Images With Mutex Constraints	Dec 1, 2015	Common Sense ReasoningScene Labeling	—Unverified	0
Semantic segmentation of surgical hyperspectral images under geometric domain shifts	Mar 20, 2023	Organ SegmentationScene Segmentation	—Unverified	0
Real-Time Segmentation Networks should be Latency Aware	Apr 6, 2020	Autonomous VehiclesScene Segmentation	—Unverified	0
FALCON: Fairness Learning via Contrastive Attention Approach to Continual Semantic Scene Understanding	Nov 27, 2023	Continual LearningContinual Semantic Segmentation	—Unverified	0
FBNet: Feature Balance Network for Urban-Scene Segmentation	Nov 5, 2021	Autonomous DrivingImage Segmentation	—Unverified	0
Federated EndoViT: Pretraining Vision Transformers via Federated Learning on Endoscopic Image Collections	Apr 23, 2025	Action Triplet RecognitionFederated Learning	—Unverified	0
FedSaaS: Class-Consistency Federated Semantic Segmentation via Global Prototype Supervision and Local Adversarial Harmonization	May 14, 2025	Scene SegmentationSegmentation	—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