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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 91–100 of 283 papers

Title	Date	Tasks	Status	Hype
Learning Segmented 3D Gaussians via Efficient Feature Unprojection for Zero-shot Neural Scene Segmentation	Jan 11, 2024	DecoderPanoptic Segmentation	—Unverified	0
Active Self-Training for Weakly Supervised 3D Scene Semantic Segmentation	Sep 15, 2022	Active LearningScene 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
Multimodal Fusion and Coherence Modeling for Video Topic Segmentation	Aug 1, 2024	Contrastive LearningMixture-of-Experts	—Unverified	0
Attention Discriminant Sampling for Point Clouds	Jan 1, 2023	object-detectionObject Detection	—Unverified	0
Improved Convex Decomposition with Ensembling and Boolean Primitives	May 29, 2024	regressionScene Segmentation	—Unverified	0
Contrastive Gaussian Clustering: Weakly Supervised 3D Scene Segmentation	Apr 19, 2024	ClusteringContrastive Learning	—Unverified	0
Arthroscopic Multi-Spectral Scene Segmentation Using Deep Learning	Mar 3, 2021	Deep LearningScene Segmentation	—Unverified	0
A Domain Agnostic Normalization Layer for Unsupervised Adversarial Domain Adaptation	Sep 14, 2018	Domain AdaptationScene 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