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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 251–260 of 283 papers

Title	Date	Tasks	Status	Hype	Score
SSS3D: Fast Neural Architecture Search For Efficient Three-Dimensional Semantic Segmentation	Apr 21, 2023	Neural Architecture SearchScene Segmentation	—Unverified	0	0
Image Synthesis with Class-Aware Semantic Diffusion Models for Surgical Scene Segmentation	Oct 31, 2024	Image GenerationScene Segmentation	—Unverified	0	0
IMP: Instance Mask Projection for High Accuracy Semantic Segmentation of Things	Jun 15, 2019	Instance SegmentationScene Segmentation	—Unverified	0	0
Implicit Ray-Transformers for Multi-view Remote Sensing Image Segmentation	Mar 15, 2023	Image SegmentationScene Segmentation	—Unverified	0	0
Improved Convex Decomposition with Ensembling and Boolean Primitives	May 29, 2024	regressionScene Segmentation	—Unverified	0	0
Improving Pixel-Level Contrastive Learning by Leveraging Exogenous Depth Information	Nov 18, 2022	Contrastive LearningDepth Estimation	—Unverified	0	0
Individuation of 3D perceptual units from neurogeometry of binocular cells	Oct 3, 2024	Scene Segmentation	—Unverified	0	0
Indoor Point Cloud Segmentation Using Iterative Gaussian Mapping and Improved Model Fitting	Apr 16, 2020	Point Cloud SegmentationScene Segmentation	—Unverified	0	0
Interpretability Beyond Classification Output: Semantic Bottleneck Networks	Jul 25, 2019	ClassificationDimensionality Reduction	—Unverified	0	0
JointDistill: Adaptive Multi-Task Distillation for Joint Depth Estimation and Scene Segmentation	May 15, 2025	BenchmarkingDepth Estimation	—Unverified	0	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