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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 241–250 of 283 papers

Title	Date	Tasks	Status	Hype
Context Contrasted Feature and Gated Multi-Scale Aggregation for Scene Segmentation	Jun 1, 2018	Scene SegmentationSegmentation	CodeCode Available	0
Real-time Progressive 3D Semantic Segmentation for Indoor Scene	Apr 1, 2018	3D Semantic SegmentationClustering	—Unverified	0
3DMV: Joint 3D-Multi-View Prediction for 3D Semantic Scene Segmentation	Mar 28, 2018	3D ArchitectureScene Segmentation	CodeCode Available	0
Panoptic Segmentation	Jan 3, 2018	Image SegmentationInstance Segmentation	CodeCode Available	1
SGPN: Similarity Group Proposal Network for 3D Point Cloud Instance Segmentation	Nov 23, 2017	3D Instance Segmentation3D Object Detection	CodeCode Available	0
Neuron-level Selective Context Aggregation for Scene Segmentation	Nov 22, 2017	Scene SegmentationSegmentation	—Unverified	0
A Fully Convolutional Tri-branch Network (FCTN) for Domain Adaptation	Nov 10, 2017	Domain AdaptationScene Segmentation	—Unverified	0
Modeling Urban Scenes From Pointclouds	Oct 1, 2017	Scene Segmentation	—Unverified	0
DepthComp: real-time depth image completion based on prior semantic scene segmentation	Sep 4, 2017	Scene SegmentationSegmentation	CodeCode Available	0
Fast Scene Understanding for Autonomous Driving	Aug 8, 2017	Autonomous DrivingDecoder	CodeCode Available	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