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 751–775 of 5035 papers

Title	Date	Tasks	Status	Hype	Score
Boundary-Aware Network for Kidney Parsing	Aug 29, 2022	DecoderImage Segmentation	CodeCode Available	1	5
ACC-UNet: A Completely Convolutional UNet model for the 2020s	Aug 25, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Attention U-Net: Learning Where to Look for the Pancreas	Apr 11, 2018	Brain Tumor SegmentationComputational Efficiency	CodeCode Available	1	5
ALPS: An Auto-Labeling and Pre-training Scheme for Remote Sensing Segmentation With Segment Anything Model	Jun 16, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Boundary Difference Over Union Loss For Medical Image Segmentation	Aug 1, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
DOMINO: Domain-aware Model Calibration in Medical Image Segmentation	Sep 13, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
MetaSeg: MetaFormer-based Global Contexts-aware Network for Efficient Semantic Segmentation	Aug 14, 2024	Computational EfficiencyDecoder	CodeCode Available	1	5
Boundary IoU: Improving Object-Centric Image Segmentation Evaluation	Mar 30, 2021	Image SegmentationObject	CodeCode Available	1	5
Do Vision Foundation Models Enhance Domain Generalization in Medical Image Segmentation?	Sep 12, 2024	DecoderDomain Generalization	CodeCode Available	1	5
DS-TransUNet:Dual Swin Transformer U-Net for Medical Image Segmentation	Jun 12, 2021	DecoderImage Segmentation	CodeCode Available	1	5
Mining Contextual Information Beyond Image for Semantic Segmentation	Aug 26, 2021	Image SegmentationSegmentation	CodeCode Available	1	5
BoundarySqueeze: Image Segmentation as Boundary Squeezing	May 25, 2021	Image SegmentationInstance Segmentation	CodeCode Available	1	5
Adapt Everywhere: Unsupervised Adaptation of Point-Clouds and Entropy Minimisation for Multi-modal Cardiac Image Segmentation	Mar 15, 2021	Domain AdaptationImage Segmentation	CodeCode Available	1	5
Drive&Segment: Unsupervised Semantic Segmentation of Urban Scenes via Cross-modal Distillation	Mar 21, 2022	Image SegmentationSegmentation	CodeCode Available	1	5
Bounding Box Tightness Prior for Weakly Supervised Image Segmentation	Oct 3, 2021	Image SegmentationMultiple Instance Learning	CodeCode Available	1	5
Beyond Pixels: Enhancing LIME with Hierarchical Features and Segmentation Foundation Models	Mar 12, 2024	Decision MakingExplainable artificial intelligence	CodeCode Available	1	5
A Location-Sensitive Local Prototype Network for Few-Shot Medical Image Segmentation	Mar 18, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
How to Efficiently Adapt Large Segmentation Model(SAM) to Medical Images	Jun 23, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
DuAT: Dual-Aggregation Transformer Network for Medical Image Segmentation	Dec 21, 2022	Image SegmentationLesion Segmentation	CodeCode Available	1	5
MLLA-UNet: Mamba-like Linear Attention in an Efficient U-Shape Model for Medical Image Segmentation	Oct 31, 2024	Image SegmentationMamba	CodeCode Available	1	5
DuSSS: Dual Semantic Similarity-Supervised Vision-Language Model for Semi-Supervised Medical Image Segmentation	Dec 17, 2024	Contrastive LearningImage Segmentation	CodeCode Available	1	5
Duo-SegNet: Adversarial Dual-Views for Semi-Supervised Medical Image Segmentation	Aug 25, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
How to train your ViT? Data, Augmentation, and Regularization in Vision Transformers	Jun 18, 2021	Data Augmentationimage-classification	CodeCode Available	1	5
Dynamic Dictionary Learning for Remote Sensing Image Segmentation	Mar 9, 2025	Dictionary LearningImage Segmentation	CodeCode Available	1	5
Human-machine Interactive Tissue Prototype Learning for Label-efficient Histopathology Image Segmentation	Nov 26, 2022	Contrastive LearningImage Segmentation	CodeCode Available	1	5

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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