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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 81–90 of 283 papers

Title	Date	Tasks	Status	Hype	Score
One model to use them all: Training a segmentation model with complementary datasets	Feb 29, 2024	AllAnatomy	CodeCode Available	0	5
On Boosting Semantic Street Scene Segmentation with Weak Supervision	Mar 8, 2019	GPUScene Segmentation	CodeCode Available	0	5
Parsing Natural Scenes and Natural Language with Recursive Neural Networks	Jun 1, 2011	General ClassificationScene Classification	CodeCode Available	0	5
Co-Teaching for Unsupervised Domain Adaptation and Expansion	Apr 4, 2022	Domain Adaptationimage-classification	CodeCode Available	0	5
AttEntropy: On the Generalization Ability of Supervised Semantic Segmentation Transformers to New Objects in New Domains	Dec 29, 2022	Depth EstimationObject	CodeCode Available	0	5
ODFNet: Using orientation distribution functions to characterize 3D point clouds	Dec 8, 2020	3D Part SegmentationScene Segmentation	CodeCode Available	0	5
Path-Invariant Map Networks	Dec 31, 2018	3D Semantic SegmentationScene Segmentation	CodeCode Available	0	5
Copy-Pasting Coherent Depth Regions Improves Contrastive Learning for Urban-Scene Segmentation	Nov 25, 2022	Contrastive LearningDepth Estimation	CodeCode Available	0	5
PFCNN: Convolutional Neural Networks on 3D Surfaces Using Parallel Frames	Aug 15, 2018	Scene SegmentationSegmentation	CodeCode Available	0	5
Adversarial Style Augmentation for Domain Generalized Urban-Scene Segmentation	Jul 11, 2022	Domain Generalizationimage-classification	CodeCode Available	0	5

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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