Image Segmentation

Image Segmentation is a computer vision task that involves dividing an image into multiple segments or regions, each of which corresponds to a different object or part of an object. The goal of image segmentation is to assign a unique label or category to each pixel in the image, so that pixels with similar attributes are grouped together.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 576–600 of 5035 papers

Title	Date	Tasks	Status	Hype
OneNet: A Channel-Wise 1D Convolutional U-Net	Nov 14, 2024	DecoderImage Segmentation	CodeCode Available	1
Fast probabilistic snake algorithm	Nov 14, 2024	Image SegmentationSemantic Segmentation	—Unverified	0
Assessing the Performance of the DINOv2 Self-supervised Learning Vision Transformer Model for the Segmentation of the Left Atrium from MRI Images	Nov 14, 2024	AnatomyFew-Shot Learning	—Unverified	0
OOD-SEG: Out-Of-Distribution detection for image SEGmentation with sparse multi-class positive-only annotations	Nov 14, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
Zero-shot capability of SAM-family models for bone segmentation in CT scans	Nov 13, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
Arctique: An artificial histopathological dataset unifying realism and controllability for uncertainty quantification	Nov 11, 2024	BenchmarkingImage Segmentation	CodeCode Available	1
DRIFTS: Optimizing Domain Randomization with Synthetic Data and Weight Interpolation for Fetal Brain Tissue Segmentation	Nov 11, 2024	Domain GeneralizationImage Segmentation	—Unverified	0
Image Segmentation from Shadow-Hints using Minimum Spanning Trees	Nov 10, 2024	Image SegmentationSegmentation	—Unverified	0
Generalizable Single-Source Cross-modality Medical Image Segmentation via Invariant Causal Mechanisms	Nov 7, 2024	Domain GeneralizationImage Segmentation	CodeCode Available	0
Breaking The Ice: Video Segmentation for Close-Range Ice-Covered Waters	Nov 7, 2024	Image SegmentationOptical Flow Estimation	—Unverified	0
FedDP: Privacy-preserving method based on federated learning for histopathology image segmentation	Nov 7, 2024	Federated LearningImage Segmentation	—Unverified	0
Synergy-Guided Regional Supervision of Pseudo Labels for Semi-Supervised Medical Image Segmentation	Nov 7, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
A General Pipeline for Glomerulus Whole-Slide Image Segmentation	Nov 7, 2024	Image SegmentationSegmentation	CodeCode Available	0
Foundation AI Model for Medical Image Segmentation	Nov 5, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
Region-Guided Attack on the Segment Anything Model (SAM)	Nov 5, 2024	Autonomous DrivingImage Segmentation	—Unverified	0
Topograph: An efficient Graph-Based Framework for Strictly Topology Preserving Image Segmentation	Nov 5, 2024	Image SegmentationSemantic Segmentation	—Unverified	0
UnSegMedGAT: Unsupervised Medical Image Segmentation using Graph Attention Networks Clustering	Nov 4, 2024	ClusteringGraph Attention	CodeCode Available	0
Exploring PCA-based feature representations of image pixels via CNN to enhance food image segmentation	Nov 3, 2024	ClusteringImage Segmentation	—Unverified	0
Finding NeMo: Negative-mined Mosaic Augmentation for Referring Image Segmentation	Nov 3, 2024	Data AugmentationImage Segmentation	—Unverified	0
ZIM: Zero-Shot Image Matting for Anything	Nov 1, 2024	Image InpaintingImage Matting	CodeCode Available	3
MLLA-UNet: Mamba-like Linear Attention in an Efficient U-Shape Model for Medical Image Segmentation	Oct 31, 2024	Image SegmentationMamba	CodeCode Available	1
Revisiting MAE pre-training for 3D medical image segmentation	Oct 30, 2024	Image SegmentationMedical Image Analysis	—Unverified	0
Compositional Segmentation of Cardiac Images Leveraging Metadata	Oct 30, 2024	Image SegmentationSegmentation	CodeCode Available	0
Benchmarking Human and Automated Prompting in the Segment Anything Model	Oct 29, 2024	BenchmarkingImage Segmentation	CodeCode Available	0
MAPUNetR: A Hybrid Vision Transformer and U-Net Architecture for Efficient and Interpretable Medical Image Segmentation	Oct 29, 2024	Decision MakingDiagnostic	—Unverified	0

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All datasets MSD (Mirror Segmentation Dataset)PMD MAS3K Pascal Panoptic Parts RMAS PASCAL VOC HuTu 80 MARIDA COCO val2017 ImageNet MSD Heart OxfordPets

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	IoU	0.92	—	Unverified
2	HetNet	IoU	0.83	—	Unverified
3	PMD	IoU	0.82	—	Unverified
4	SANet	IoU	0.8	—	Unverified
5	MirrorNet	IoU	0.79	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	IoU	0.73	—	Unverified
2	HetNet	IoU	0.69	—	Unverified
3	SANet	IoU	0.67	—	Unverified
4	PMD	IoU	0.66	—	Unverified
5	MirrorNet	IoU	0.59	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	mIoU	0.8	—	Unverified
2	MAS-SAM	mIoU	0.79	—	Unverified
3	MASNet	mIoU	0.74	—	Unverified
4	ZoomNet	mIoU	0.74	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HIPIE (ViT-H)	mIoUPartS	63.8	—	Unverified
2	PPS	mIoUPartS	58.6	—	Unverified
3	HIPIE (ResNet-50)	mIoUPartS	57.2	—	Unverified
4	JPPF	mIoUPartS	54.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MAS-SAM	mIoU	0.74	—	Unverified
2	SAM2-UNet	mIoU	0.74	—	Unverified
3	MASNet	mIoU	0.73	—	Unverified
4	ZoomNet	mIoU	0.73	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4-C	mIoU	63.6	—	Unverified
2	OneNete,4-S	mAP0.5	52.75	—	Unverified
3	OneNeted,4	mIoU	14.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UNetR	Dice	0.98	—	Unverified
2	PALED	Dice	0.98	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResAttUNet	IoU	0.67	—	Unverified
2	UNet	IoU	0.57	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SynCo (ResNet-50) 200ep	mask AP	35.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MobileOne-S0	GFLOPs	0.28	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4	mIoU	6.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4-C	Dice Score	0.97	—	Unverified