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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 131–140 of 283 papers

Title	Date	Tasks	Status	Hype	Score
Learning Generalized Segmentation for Foggy-scenes by Bi-directional Wavelet Guidance	Feb 28, 2024	Autonomous DrivingDomain Adaptation	CodeCode Available	0	5
Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation	Jul 1, 2023	DecoderDomain Adaptation	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
DepthComp: real-time depth image completion based on prior semantic scene segmentation	Sep 4, 2017	Scene SegmentationSegmentation	CodeCode Available	0	5
MCDS-VSS: Moving Camera Dynamic Scene Video Semantic Segmentation by Filtering with Self-Supervised Geometry and Motion	May 30, 2024	Decision MakingScene Segmentation	CodeCode Available	0	5
Loci-Segmented: Improving Scene Segmentation Learning	Oct 16, 2023	Scene SegmentationSegmentation	CodeCode Available	0	5
On Boosting Semantic Street Scene Segmentation with Weak Supervision	Mar 8, 2019	GPUScene Segmentation	CodeCode Available	0	5
Dirty Pixels: Towards End-to-End Image Processing and Perception	Jan 23, 2017	Autonomous DrivingDeblurring	CodeCode Available	0	5
Path-Invariant Map Networks	Dec 31, 2018	3D Semantic SegmentationScene Segmentation	CodeCode Available	0	5
Interpretability Beyond Classification Output: Semantic Bottleneck Networks	Jul 25, 2019	ClassificationDimensionality Reduction	—Unverified	0	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