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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	Score
Task Decomposition and Synchronization for Semantic Biomedical Image Segmentation	May 21, 2019	Brain Tumor SegmentationImage Segmentation	—Unverified	0	0
Taskology: Utilizing Task Relations at Scale	May 14, 2020	Depth EstimationMotion Estimation	—Unverified	0	0
Matching Query Image Against Selected NeRF Feature for Efficient and Scalable Localization	Jun 17, 2024	feature selectionNeRF	—Unverified	0	0
MEGA: Multimodal Alignment Aggregation and Distillation For Cinematic Video Segmentation	Aug 22, 2023	Scene SegmentationSegmentation	—Unverified	0	0
MirageRoom: 3D Scene Segmentation with 2D Pre-trained Models by Mirage Projection	Jan 1, 2024	Point Cloud SegmentationScene Segmentation	—Unverified	0	0
Modeling Urban Scenes From Pointclouds	Oct 1, 2017	Scene Segmentation	—Unverified	0	0
MOVES: Movable and Moving LiDAR Scene Segmentation in Label-Free settings using Static Reconstruction	Jun 26, 2023	Autonomous NavigationScene Segmentation	—Unverified	0	0
Temporally coherent 4D reconstruction of complex dynamic scenes	Mar 10, 2016	4D reconstructionCamera Calibration	—Unverified	0	0
Multilayer Dense Connections for Hierarchical Concept Classification	Mar 19, 2020	ClassificationGeneral Classification	—Unverified	0	0
Multi-Model Learning for Real-Time Automotive Semantic Foggy Scene Understanding via Domain Adaptation	Dec 9, 2020	DecoderDomain Adaptation	—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