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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 11–20 of 283 papers

Title	Date	Tasks	Status	Hype	Score
DenseHybrid: Hybrid Anomaly Detection for Dense Open-set Recognition	Jul 6, 2022	Anomaly DetectionOpen Set Learning	CodeCode Available	1	5
Context Prior for Scene Segmentation	Apr 3, 2020	Scene SegmentationScene Understanding	CodeCode Available	1	5
Bird's-Eye-View Panoptic Segmentation Using Monocular Frontal View Images	Aug 6, 2021	Depth EstimationPanoptic Segmentation	CodeCode Available	1	5
BitQ: Tailoring Block Floating Point Precision for Improved DNN Efficiency on Resource-Constrained Devices	Sep 25, 2024	image-classificationImage Classification	CodeCode Available	1	5
DSPoint: Dual-scale Point Cloud Recognition with High-frequency Fusion	Nov 19, 2021	3D Part Segmentation3D Point Cloud Classification	CodeCode Available	1	5
CD-COCO: A Versatile Complex Distorted COCO Database for Scene-Context-Aware Computer Vision	Nov 12, 2023	object-detectionObject Detection	CodeCode Available	1	5
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	5
Collaborative Noisy Label Cleaner: Learning Scene-aware Trailers for Multi-modal Highlight Detection in Movies	Mar 26, 2023	Highlight DetectionLearning with noisy labels	CodeCode Available	1	5
APNet: Urban-level Scene Segmentation of Aerial Images and Point Clouds	Sep 29, 2023	Scene SegmentationSemantic Segmentation	CodeCode Available	1	5
AdaptiveSAM: Towards Efficient Tuning of SAM for Surgical Scene Segmentation	Aug 7, 2023	Scene SegmentationSegmentation	CodeCode Available	1	5

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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