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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 251–260 of 283 papers

Title	Date	Tasks	Status	Hype
Efficient Yet Deep Convolutional Neural Networks for Semantic Segmentation	Jul 26, 2017	GPUImage Segmentation	CodeCode Available	0
A Design Methodology for Efficient Implementation of Deconvolutional Neural Networks on an FPGA	May 7, 2017	CPUDenoising	CodeCode Available	0
Dirty Pixels: Towards End-to-End Image Processing and Perception	Jan 23, 2017	Autonomous DrivingDeblurring	CodeCode Available	0
Urban Scene Segmentation with Laser-Constrained CRFs	Jan 7, 2017	Scene SegmentationSegmentation	—Unverified	0
End-to-end Learning of Driving Models from Large-scale Video Datasets	Dec 4, 2016	Scene Segmentation	CodeCode Available	0
A Benchmark for Endoluminal Scene Segmentation of Colonoscopy Images	Dec 2, 2016	Scene SegmentationSegmentation	CodeCode Available	0
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation	Dec 2, 2016	3D Face Reconstruction3D Semantic Segmentation	CodeCode Available	1
Did Evolution get it right? An evaluation of Near-Infrared imaging in semantic scene segmentation using deep learning	Nov 27, 2016	Scene SegmentationSegmentation	—Unverified	0
A Robust 3D-2D Interactive Tool for Scene Segmentation and Annotation	Oct 19, 2016	object-detectionObject Detection	—Unverified	0
ResearchDoom and CocoDoom: Learning Computer Vision with Games	Oct 7, 2016	Depth EstimationMonocular Depth Estimation	—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