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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
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
Naive-Student: Leveraging Semi-Supervised Learning in Video Sequences for Urban Scene Segmentation	May 20, 2020	Image SegmentationOptical Flow Estimation	—Unverified	0
Taskology: Utilizing Task Relations at Scale	May 14, 2020	Depth EstimationMotion Estimation	—Unverified	0
Weakly Supervised Semantic Segmentation in 3D Graph-Structured Point Clouds of Wild Scenes	Apr 26, 2020	3D Semantic SegmentationPoint Cloud Segmentation	—Unverified	0
Indoor Point Cloud Segmentation Using Iterative Gaussian Mapping and Improved Model Fitting	Apr 16, 2020	Point Cloud SegmentationScene Segmentation	—Unverified	0
Real-Time Segmentation Networks should be Latency Aware	Apr 6, 2020	Autonomous VehiclesScene Segmentation	—Unverified	0
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