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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	Score
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
Context Contrasted Feature and Gated Multi-Scale Aggregation for Scene Segmentation	Jun 1, 2018	Scene SegmentationSegmentation	CodeCode Available	0	5
FREDOM: Fairness Domain Adaptation Approach to Semantic Scene Understanding	Apr 4, 2023	Autonomous DrivingDomain Adaptation	CodeCode Available	0	5
On Boosting Semantic Street Scene Segmentation with Weak Supervision	Mar 8, 2019	GPUScene Segmentation	CodeCode Available	0	5
A Benchmark for Endoluminal Scene Segmentation of Colonoscopy Images	Dec 2, 2016	Scene SegmentationSegmentation	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
One model to use them all: Training a segmentation model with complementary datasets	Feb 29, 2024	AllAnatomy	CodeCode Available	0	5
Loci-Segmented: Improving Scene Segmentation Learning	Oct 16, 2023	Scene SegmentationSegmentation	CodeCode Available	0	5
CloudAttention: Efficient Multi-Scale Attention Scheme For 3D Point Cloud Learning	Jul 31, 2022	Scene SegmentationSegmentation	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