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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 61–70 of 283 papers

Title	Date	Tasks	Status	Hype
Unsupervised Discovery of Object Radiance Fields	Jul 16, 2021	Novel View SynthesisObject	CodeCode Available	1
Image2Point: 3D Point-Cloud Understanding with 2D Image Pretrained Models	Jun 8, 2021	3D Point Cloud ClassificationPoint Cloud Classification	CodeCode Available	1
RobustNet: Improving Domain Generalization in Urban-Scene Segmentation via Instance Selective Whitening	Mar 29, 2021	All-day Semantic SegmentationAutonomous Driving	CodeCode Available	1
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation	Mar 29, 2021	Domain AdaptationScene Segmentation	CodeCode Available	1
Point Transformer	Dec 16, 2020	3D Part Segmentation3D Point Cloud Classification	CodeCode Available	1
SNE-RoadSeg: Incorporating Surface Normal Information into Semantic Segmentation for Accurate Freespace Detection	Aug 26, 2020	Scene SegmentationSelf-Driving Cars	CodeCode Available	1
Scene Segmentation with Dual Relation-aware Attention Network	Aug 5, 2020	RelationScene Segmentation	CodeCode Available	1
Learning and Reasoning with the Graph Structure Representation in Robotic Surgery	Jul 7, 2020	Edge ClassificationGraph Generation	CodeCode Available	1
Learning Physical Graph Representations from Visual Scenes	Jun 22, 2020	ObjectObject Categorization	CodeCode Available	1
A Local-to-Global Approach to Multi-modal Movie Scene Segmentation	Apr 6, 2020	Action RecognitionScene Segmentation	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