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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 271–280 of 283 papers

Title	Date	Tasks	Status	Hype
End-to-end Learning of Driving Models from Large-scale Video Datasets	Dec 4, 2016	Scene Segmentation	CodeCode Available	0
Surgical Scene Segmentation by Transformer With Asymmetric Feature Enhancement	Oct 23, 2024	AnatomyScene Segmentation	CodeCode Available	0
Parsing Natural Scenes and Natural Language with Recursive Neural Networks	Jun 1, 2011	General ClassificationScene Classification	CodeCode Available	0
Towards Surgical Context Inference and Translation to Gestures	Feb 28, 2023	Image SegmentationScene Segmentation	CodeCode Available	0
Path-Invariant Map Networks	Dec 31, 2018	3D Semantic SegmentationScene Segmentation	CodeCode Available	0
PDFNet: Pointwise Dense Flow Network for Urban-Scene Segmentation	Sep 21, 2021	Autonomous VehiclesScene Segmentation	CodeCode Available	0
A Design Methodology for Efficient Implementation of Deconvolutional Neural Networks on an FPGA	May 7, 2017	CPUDenoising	CodeCode Available	0
Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation	Jul 1, 2023	DecoderDomain Adaptation	CodeCode Available	0
Learning Generalized Segmentation for Foggy-scenes by Bi-directional Wavelet Guidance	Feb 28, 2024	Autonomous DrivingDomain Adaptation	CodeCode Available	0
Data Augmentation for Surgical Scene Segmentation with Anatomy-Aware Diffusion Models	Oct 10, 2024	AnatomyData Augmentation	CodeCode Available	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