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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 171–180 of 283 papers

Title	Date	Tasks	Status	Hype
ObPose: Leveraging Pose for Object-Centric Scene Inference and Generation in 3D	Jun 7, 2022	Inductive BiasNeRF	—Unverified	0
Co-Teaching for Unsupervised Domain Adaptation and Expansion	Apr 4, 2022	Domain Adaptationimage-classification	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
Enhancing Local Feature Learning for 3D Point Cloud Processing using Unary-Pairwise Attention	Mar 1, 2022	Scene Segmentation	—Unverified	0
CARL-D: A vision benchmark suite and large scale dataset for vehicle detection and scene segmentation	Feb 17, 2022	2D Object DetectionAutonomous Driving	CodeCode Available	0
Shift-Memory Network for Temporal Scene Segmentation	Feb 17, 2022	Scene SegmentationSegmentation	—Unverified	0
Amplitude Spectrum Transformation for Open Compound Domain Adaptive Semantic Segmentation	Feb 9, 2022	DisentanglementDomain Adaptation	—Unverified	0
Putting 3D Spatially Sparse Networks on a Diet	Dec 2, 2021	Instance SegmentationNetwork Pruning	—Unverified	0
PAPooling: Graph-based Position Adaptive Aggregation of Local Geometry in Point Clouds	Nov 28, 2021	3D Shape Classificationgraph construction	—Unverified	0
Hierarchical Knowledge Distillation for Dialogue Sequence Labeling	Nov 22, 2021	Knowledge DistillationScene Segmentation	—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