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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 221–230 of 283 papers

Title	Date	Tasks	Status	Hype
Interpretability Beyond Classification Output: Semantic Bottleneck Networks	Jul 25, 2019	ClassificationDimensionality Reduction	—Unverified	0
Point-Voxel CNN for Efficient 3D Deep Learning	Jul 8, 2019	3D Object Detection3D Semantic Segmentation	CodeCode Available	0
IMP: Instance Mask Projection for High Accuracy Semantic Segmentation of Things	Jun 15, 2019	Instance SegmentationScene Segmentation	—Unverified	0
Example-Guided Style Consistent Image Synthesis from Semantic Labeling	Jun 4, 2019	Image GenerationScene Segmentation	CodeCode Available	0
Veritatem Dies Aperit - Temporally Consistent Depth Prediction Enabled by a Multi-Task Geometric and Semantic Scene Understanding Approach	Jun 1, 2019	Autonomous DrivingDepth Completion	CodeCode Available	0
Scene Parsing via Integrated Classification Model and Variance-Based Regularization	Jun 1, 2019	ClassificationGeneral Classification	CodeCode Available	0
Example-Guided Style-Consistent Image Synthesis From Semantic Labeling	Jun 1, 2019	Image GenerationScene Segmentation	—Unverified	0
Task Decomposition and Synchronization for Semantic Biomedical Image Segmentation	May 21, 2019	Brain Tumor SegmentationImage Segmentation	—Unverified	0
SAWNet: A Spatially Aware Deep Neural Network for 3D Point Cloud Processing	May 18, 2019	BenchmarkingScene Segmentation	—Unverified	0
Seamless Scene Segmentation	May 3, 2019	Panoptic SegmentationScene Segmentation	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