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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 81–90 of 283 papers

Title	Date	Tasks	Status	Hype
FOR-instance: a UAV laser scanning benchmark dataset for semantic and instance segmentation of individual trees	Sep 3, 2023	BenchmarkingInstance Segmentation	—Unverified	0
Robotic Scene Segmentation with Memory Network for Runtime Surgical Context Inference	Aug 24, 2023	Scene SegmentationSegmentation	CodeCode Available	0
MEGA: Multimodal Alignment Aggregation and Distillation For Cinematic Video Segmentation	Aug 22, 2023	Scene SegmentationSegmentation	—Unverified	0
AdaptiveSAM: Towards Efficient Tuning of SAM for Surgical Scene Segmentation	Aug 7, 2023	Scene SegmentationSegmentation	CodeCode Available	1
Unmasking Anomalies in Road-Scene Segmentation	Jul 25, 2023	Anomaly DetectionAnomaly Segmentation	CodeCode Available	1
Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation	Jul 1, 2023	DecoderDomain Adaptation	CodeCode Available	0
MOVES: Movable and Moving LiDAR Scene Segmentation in Label-Free settings using Static Reconstruction	Jun 26, 2023	Autonomous NavigationScene Segmentation	—Unverified	0
Cross-CBAM: A Lightweight network for Scene Segmentation	Jun 4, 2023	Edge-computingReal-Time Semantic Segmentation	—Unverified	0
VSTAR: A Video-grounded Dialogue Dataset for Situated Semantic Understanding with Scene and Topic Transitions	May 30, 2023	Dialogue GenerationDialogue Understanding	CodeCode Available	1
SSS3D: Fast Neural Architecture Search For Efficient Three-Dimensional Semantic Segmentation	Apr 21, 2023	Neural Architecture SearchScene 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