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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 121–130 of 283 papers

Title	Date	Tasks	Status	Hype
Gaga: Group Any Gaussians via 3D-aware Memory Bank	Apr 11, 2024	Contrastive LearningObject Tracking	—Unverified	0
OpenNeRF: Open Set 3D Neural Scene Segmentation with Pixel-Wise Features and Rendered Novel Views	Apr 4, 2024	Image SegmentationNeRF	—Unverified	0
PointSeg: A Training-Free Paradigm for 3D Scene Segmentation via Foundation Models	Mar 11, 2024	Scene Segmentation	—Unverified	0
One model to use them all: Training a segmentation model with complementary datasets	Feb 29, 2024	AllAnatomy	CodeCode Available	0
Learning Generalized Segmentation for Foggy-scenes by Bi-directional Wavelet Guidance	Feb 28, 2024	Autonomous DrivingDomain Adaptation	CodeCode Available	0
DA-BEV: Unsupervised Domain Adaptation for Bird's Eye View Perception	Jan 13, 2024	3D Object DetectionDomain Adaptation	—Unverified	0
Learning Segmented 3D Gaussians via Efficient Feature Unprojection for Zero-shot Neural Scene Segmentation	Jan 11, 2024	DecoderPanoptic Segmentation	—Unverified	0
MirageRoom: 3D Scene Segmentation with 2D Pre-trained Models by Mirage Projection	Jan 1, 2024	Point Cloud SegmentationScene Segmentation	—Unverified	0
Segment3D: Learning Fine-Grained Class-Agnostic 3D Segmentation without Manual Labels	Dec 28, 2023	Image SegmentationScene Segmentation	—Unverified	0
Cataract-1K: Cataract Surgery Dataset for Scene Segmentation, Phase Recognition, and Irregularity Detection	Dec 11, 2023	BenchmarkingDomain Adaptation	—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