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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 41–50 of 283 papers

Title	Date	Tasks	Status	Hype
Unsupervised RGB-to-Thermal Domain Adaptation via Multi-Domain Attention Network	Oct 9, 2022	Domain Adaptationimage-classification	CodeCode Available	1
Diffusion Unit: Interpretable Edge Enhancement and Suppression Learning for 3D Point Cloud Segmentation	Sep 20, 2022	3D Part SegmentationPoint Cloud Segmentation	CodeCode Available	1
DenseHybrid: Hybrid Anomaly Detection for Dense Open-set Recognition	Jul 6, 2022	Anomaly DetectionOpen Set Learning	CodeCode Available	1
IBISCape: A Simulated Benchmark for multi-modal SLAM Systems Evaluation in Large-scale Dynamic Environments	Jun 27, 2022	Autonomous VehiclesScene Segmentation	CodeCode Available	1
Rethinking Surgical Instrument Segmentation: A Background Image Can Be All You Need	Jun 23, 2022	AllDeep Learning	CodeCode Available	1
Scene Consistency Representation Learning for Video Scene Segmentation	May 11, 2022	Data AugmentationInductive Bias	CodeCode Available	1
FIFO: Learning Fog-invariant Features for Foggy Scene Segmentation	Apr 4, 2022	Domain AdaptationFoggy Scene Segmentation	CodeCode Available	1
Exploring Intra- and Inter-Video Relation for Surgical Semantic Scene Segmentation	Mar 29, 2022	Contrastive LearningRelation	CodeCode Available	1
Test-time Adaptation with Slot-Centric Models	Mar 21, 2022	image-classificationImage Classification	CodeCode Available	1
Boundary-aware Self-supervised Learning for Video Scene Segmentation	Jan 14, 2022	Scene SegmentationSelf-Supervised Learning	CodeCode Available	1

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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