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
Boundary-Aware Network for Kidney Parsing	Aug 29, 2022	DecoderImage Segmentation	CodeCode Available	1
ACC-UNet: A Completely Convolutional UNet model for the 2020s	Aug 25, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Deep learning approach to left ventricular non-compaction measurement	Nov 30, 2020	CPUDeep Learning	CodeCode Available	1
Learning from Noisy Pseudo-labels for All-Weather Land Cover Mapping	Apr 18, 2025	AllImage Segmentation	CodeCode Available	1
Boundary Difference Over Union Loss For Medical Image Segmentation	Aug 1, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Learning Multi-axis Representation in Frequency Domain for Medical Image Segmentation	Dec 28, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Learning Topological Interactions for Multi-Class Medical Image Segmentation	Jul 20, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Boundary IoU: Improving Object-Centric Image Segmentation Evaluation	Mar 30, 2021	Image SegmentationObject	CodeCode Available	1
CHeart: A Conditional Spatio-Temporal Generative Model for Cardiac Anatomy	Jan 30, 2023	AnatomyImage Segmentation	CodeCode Available	1
CheXseg: Combining Expert Annotations with DNN-generated Saliency Maps for X-ray Segmentation	Feb 21, 2021	Image SegmentationKnowledge Distillation	CodeCode Available	1
LE-UDA: Label-efficient unsupervised domain adaptation for medical image segmentation	Dec 5, 2022	Domain AdaptationImage Segmentation	CodeCode Available	1
BoundarySqueeze: Image Segmentation as Boundary Squeezing	May 25, 2021	Image SegmentationInstance Segmentation	CodeCode Available	1
LeViT-UNet: Make Faster Encoders with Transformer for Medical Image Segmentation	Jul 19, 2021	DecoderImage Segmentation	CodeCode Available	1
BATFormer: Towards Boundary-Aware Lightweight Transformer for Efficient Medical Image Segmentation	Jun 29, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Bounding Box Tightness Prior for Weakly Supervised Image Segmentation	Oct 3, 2021	Image SegmentationMultiple Instance Learning	CodeCode Available	1
DeepVoxNet2: Yet another CNN framework	Nov 17, 2022	image-classificationImage Classification	CodeCode Available	1
Deep evidential fusion with uncertainty quantification and contextual discounting for multimodal medical image segmentation	Sep 12, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
LoG-VMamba: Local-Global Vision Mamba for Medical Image Segmentation	Aug 26, 2024	Image SegmentationMamba	CodeCode Available	1
Loss Functions in the Era of Semantic Segmentation: A Survey and Outlook	Dec 8, 2023	Image SegmentationSegmentation	CodeCode Available	1
LUCF-Net: Lightweight U-shaped Cascade Fusion Network for Medical Image Segmentation	Apr 11, 2024	Cardiac SegmentationImage Segmentation	CodeCode Available	1
LV-UNet: A Lightweight and Vanilla Model for Medical Image Segmentation	Aug 29, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Deep Domain Adaptation: A Sim2Real Neural Approach for Improving Eye-Tracking Systems	Mar 23, 2024	Dimensionality ReductionDomain Adaptation	CodeCode Available	1
M^4oE: A Foundation Model for Medical Multimodal Image Segmentation with Mixture of Experts	May 15, 2024	Image SegmentationMixture-of-Experts	CodeCode Available	1
MACU-Net for Semantic Segmentation of Fine-Resolution Remotely Sensed Images	Jul 26, 2020	DecoderImage Segmentation	CodeCode Available	1
Deep Instruction Tuning for Segment Anything Model	Mar 31, 2024	DecoderImage Segmentation	CodeCode Available	1

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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