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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 261–270 of 283 papers

Title	Date	Tasks	Status	Hype
The Utility of Decorrelating Colour Spaces in Vector Quantised Variational Autoencoders	Sep 30, 2020	image-classificationImage Classification	CodeCode Available	0
Toward Achieving Robust Low-Level and High-Level Scene Parsing	Mar 1, 2019	Scene ParsingScene Segmentation	CodeCode Available	0
Co-Teaching for Unsupervised Domain Adaptation and Expansion	Apr 4, 2022	Domain Adaptationimage-classification	CodeCode Available	0
A Benchmark for Endoluminal Scene Segmentation of Colonoscopy Images	Dec 2, 2016	Scene SegmentationSegmentation	CodeCode Available	0
Towards Robust Semantic Segmentation of Accident Scenes via Multi-Source Mixed Sampling and Meta-Learning	Mar 19, 2022	Autonomous VehiclesDecoder	CodeCode Available	0
Index Network	Aug 11, 2019	DecoderDenoising	CodeCode Available	0
AttEntropy: On the Generalization Ability of Supervised Semantic Segmentation Transformers to New Objects in New Domains	Dec 29, 2022	Depth EstimationObject	CodeCode Available	0
Dual Attention Network for Scene Segmentation	Sep 9, 2018	PositionScene Segmentation	CodeCode Available	0
Robotic Scene Segmentation with Memory Network for Runtime Surgical Context Inference	Aug 24, 2023	Scene SegmentationSegmentation	CodeCode Available	0
Veritatem Dies Aperit - Temporally Consistent Depth Prediction Enabled by a Multi-Task Geometric and Semantic Scene Understanding Approach	Jun 1, 2019	Autonomous DrivingDepth Completion	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