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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 101–110 of 283 papers

Title	Date	Tasks	Status	Hype
JointDistill: Adaptive Multi-Task Distillation for Joint Depth Estimation and Scene Segmentation	May 15, 2025	BenchmarkingDepth Estimation	—Unverified	0
A Domain Agnostic Normalization Layer for Unsupervised Adversarial Domain Adaptation	Sep 14, 2018	Domain AdaptationScene Segmentation	—Unverified	0
CONDA: Continual Unsupervised Domain Adaptation Learning in Visual Perception for Self-Driving Cars	Dec 1, 2022	Domain AdaptationScene Segmentation	—Unverified	0
FOR-instance: a UAV laser scanning benchmark dataset for semantic and instance segmentation of individual trees	Sep 3, 2023	BenchmarkingInstance Segmentation	—Unverified	0
Concept-Aware LoRA for Domain-Aligned Segmentation Dataset Generation	Mar 28, 2025	Dataset GenerationDomain Generalization	—Unverified	0
A Robust 3D-2D Interactive Tool for Scene Segmentation and Annotation	Oct 19, 2016	object-detectionObject Detection	—Unverified	0
Large-Context Conversational Representation Learning: Self-Supervised Learning for Conversational Documents	Feb 16, 2021	Language ModelingLanguage Modelling	—Unverified	0
Global-Local Propagation Network for RGB-D Semantic Segmentation	Jan 26, 2021	DecoderScene Segmentation	—Unverified	0
Layered RGBD Scene Flow Estimation	Jun 1, 2015	Optical Flow EstimationScene Flow Estimation	—Unverified	0
Learning Representation in Colour Conversion	Jan 1, 2021	image-classificationImage Classification	—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