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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 276–283 of 283 papers

Title	Date	Tasks	Status	Hype
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
A Deep Siamese Network for Scene Detection in Broadcast Videos	Oct 29, 2015	Scene Segmentation	CodeCode Available	0
Learning Rich Features from RGB-D Images for Object Detection and Segmentation	Jul 22, 2014	Instance SegmentationObject	CodeCode Available	0
Dirty Pixels: Towards End-to-End Image Processing and Perception	Jan 23, 2017	Autonomous DrivingDeblurring	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