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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 71–80 of 283 papers

Title	Date	Tasks	Status	Hype
Context Prior for Scene Segmentation	Apr 3, 2020	Scene SegmentationScene Understanding	CodeCode Available	1
DualConvMesh-Net: Joint Geodesic and Euclidean Convolutions on 3D Meshes	Apr 2, 2020	3D Semantic SegmentationScene Segmentation	CodeCode Available	1
Fusion-Aware Point Convolution for Online Semantic 3D Scene Segmentation	Mar 13, 2020	RGB-D ReconstructionScene Segmentation	CodeCode Available	1
Cars Can't Fly up in the Sky: Improving Urban-Scene Segmentation via Height-driven Attention Networks	Mar 11, 2020	Scene SegmentationSegmentation	CodeCode Available	1
FPConv: Learning Local Flattening for Point Convolution	Feb 25, 2020	3D Object ClassificationScene Segmentation	CodeCode Available	1
2018 Robotic Scene Segmentation Challenge	Jan 30, 2020	Scene SegmentationSegmentation	CodeCode Available	1
KPConv: Flexible and Deformable Convolution for Point Clouds	Apr 18, 2019	3D Part Segmentation3D Point Cloud Classification	CodeCode Available	1
Panoptic Segmentation	Jan 3, 2018	Image SegmentationInstance Segmentation	CodeCode Available	1
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation	Dec 2, 2016	3D Face Reconstruction3D Semantic Segmentation	CodeCode Available	1
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation	Nov 2, 2015	Crowd CountingDecoder	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