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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 251–260 of 283 papers

Title	Date	Tasks	Status	Hype
Real-Time Multi-Scene Visibility Enhancement for Promoting Navigational Safety of Vessels Under Complex Weather Conditions	Sep 2, 2024	Computational Efficiencyobject-detection	CodeCode Available	0
Self-Supervised Pre-Training Boosts Semantic Scene Segmentation on LiDAR Data	Sep 5, 2023	Scene SegmentationUnsupervised Pre-training	CodeCode Available	0
CloudAttention: Efficient Multi-Scale Attention Scheme For 3D Point Cloud Learning	Jul 31, 2022	Scene SegmentationSegmentation	CodeCode Available	0
3DMV: Joint 3D-Multi-View Prediction for 3D Semantic Scene Segmentation	Mar 28, 2018	3D ArchitectureScene Segmentation	CodeCode Available	0
Relation-Aware Global Attention for Person Re-identification	Apr 5, 2019	ClusteringImage Classification	CodeCode Available	0
ODFNet: Using orientation distribution functions to characterize 3D point clouds	Dec 8, 2020	3D Part SegmentationScene Segmentation	CodeCode Available	0
Scene Parsing via Integrated Classification Model and Variance-Based Regularization	Jun 1, 2019	ClassificationGeneral Classification	CodeCode Available	0
On Boosting Semantic Street Scene Segmentation with Weak Supervision	Mar 8, 2019	GPUScene Segmentation	CodeCode Available	0
Veritatem Dies Aperit- Temporally Consistent Depth Prediction Enabled by a Multi-Task Geometric and Semantic Scene Understanding Approach	Mar 26, 2019	Autonomous DrivingDepth Completion	CodeCode Available	0
One model to use them all: Training a segmentation model with complementary datasets	Feb 29, 2024	AllAnatomy	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