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 101–125 of 5035 papers

Title	Date	Tasks	Status	Hype
M^2SNet: Multi-scale in Multi-scale Subtraction Network for Medical Image Segmentation	Mar 20, 2023	Computed Tomography (CT)Decoder	CodeCode Available	2
Medical Vision Generalist: Unifying Medical Imaging Tasks in Context	Jun 8, 2024	Conditional Image GenerationDenoising	CodeCode Available	2
HiMTok: Learning Hierarchical Mask Tokens for Image Segmentation with Large Multimodal Model	Mar 17, 2025	Image SegmentationSegmentation	CodeCode Available	2
High-Precision Dichotomous Image Segmentation via Probing Diffusion Capacity	Oct 14, 2024	DenoisingDichotomous Image Segmentation	CodeCode Available	2
HMT-UNet: A hybird Mamba-Transformer Vision UNet for Medical Image Segmentation	Aug 21, 2024	Image SegmentationMamba	CodeCode Available	2
Hierarchical Open-vocabulary Universal Image Segmentation	Jul 3, 2023	Image ComprehensionImage Segmentation	CodeCode Available	2
HiDiff: Hybrid Diffusion Framework for Medical Image Segmentation	Jul 3, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2
Masked-attention Mask Transformer for Universal Image Segmentation	Dec 2, 2021	2D Semantic SegmentationImage Segmentation	CodeCode Available	2
MedCLIP-SAM: Bridging Text and Image Towards Universal Medical Image Segmentation	Mar 29, 2024	Image SegmentationMedical Image Analysis	CodeCode Available	2
MedCLIP-SAMv2: Towards Universal Text-Driven Medical Image Segmentation	Sep 28, 2024	Image SegmentationMedical Image Analysis	CodeCode Available	2
MobileOne: An Improved One millisecond Mobile Backbone	Jun 8, 2022	Efficient Neural NetworkGaze Estimation	CodeCode Available	2
Beyond Self-Attention: Deformable Large Kernel Attention for Medical Image Segmentation	Aug 31, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	2
Generative AI Enables Medical Image Segmentation in Ultra Low-Data Regimes	Aug 30, 2024	Deep LearningImage Segmentation	CodeCode Available	2
RevSAM2: Prompt SAM2 for Medical Image Segmentation via Reverse-Propagation without Fine-tuning	Sep 6, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2
Merging Context Clustering with Visual State Space Models for Medical Image Segmentation	Jan 3, 2025	ClusteringImage Segmentation	CodeCode Available	2
MIS-FM: 3D Medical Image Segmentation using Foundation Models Pretrained on a Large-Scale Unannotated Dataset	Jun 29, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	2
Modality-agnostic Domain Generalizable Medical Image Segmentation by Multi-Frequency in Multi-Scale Attention	May 10, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2
MouSi: Poly-Visual-Expert Vision-Language Models	Jan 30, 2024	Image SegmentationImage-text matching	CodeCode Available	2
3DSAM-adapter: Holistic adaptation of SAM from 2D to 3D for promptable tumor segmentation	Jun 23, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	2
Multi-view Aggregation Network for Dichotomous Image Segmentation	Apr 11, 2024	DecoderDichotomous Image Segmentation	CodeCode Available	2
SlicerNNInteractive: A 3D Slicer extension for nnInteractive	Apr 7, 2025	Image SegmentationSemantic Segmentation	CodeCode Available	2
nnMamba: 3D Biomedical Image Segmentation, Classification and Landmark Detection with State Space Model	Feb 5, 2024	3D Medical Imaging SegmentationImage Segmentation	CodeCode Available	2
FocalClick: Towards Practical Interactive Image Segmentation	Apr 6, 2022	Image SegmentationInteractive Segmentation	CodeCode Available	2
Noise-Consistent Siamese-Diffusion for Medical Image Synthesis and Segmentation	May 9, 2025	Image GenerationImage Segmentation	CodeCode Available	2
Full Page Handwriting Recognition via Image to Sequence Extraction	Mar 11, 2021	Handwriting RecognitionHandwritten Text Recognition	CodeCode Available	2

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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