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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 191–200 of 283 papers

Title	Date	Tasks	Status	Hype
Aerial-PASS: Panoramic Annular Scene Segmentation in Drone Videos	May 15, 2021	Scene ParsingScene Segmentation	—Unverified	0
Potential Convolution: Embedding Point Clouds into Potential Fields	Apr 5, 2021	3D Shape ClassificationScene Segmentation	—Unverified	0
Detecting Scenes in Fiction: A new Segmentation Task	Apr 1, 2021	coreference-resolutionCoreference Resolution	—Unverified	0
Fusing RGBD Tracking and Segmentation Tree Sampling for Multi-Hypothesis Volumetric Segmentation	Apr 1, 2021	Scene SegmentationSegmentation	CodeCode Available	0
EPRNet: Efficient Pyramid Representation Network for Real-Time Street Scene Segmentation	Mar 23, 2021	image-classificationImage Classification	CodeCode Available	0
Arthroscopic Multi-Spectral Scene Segmentation Using Deep Learning	Mar 3, 2021	Deep LearningScene Segmentation	—Unverified	0
Large-Context Conversational Representation Learning: Self-Supervised Learning for Conversational Documents	Feb 16, 2021	Language ModelingLanguage Modelling	—Unverified	0
Global-Local Propagation Network for RGB-D Semantic Segmentation	Jan 26, 2021	DecoderScene Segmentation	—Unverified	0
Learning Representation in Colour Conversion	Jan 1, 2021	image-classificationImage Classification	—Unverified	0
PARTS: Unsupervised Segmentation With Slots, Attention and Independence Maximization	Jan 1, 2021	Representation LearningScene Segmentation	—Unverified	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