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

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Showing 4151–4175 of 5035 papers

Title	Date	Tasks	Status
MIScnn: A Framework for Medical Image Segmentation with Convolutional Neural Networks and Deep Learning	Oct 21, 2019	Data AugmentationImage Segmentation	CodeCode Available
Meta-Learners for Few-Shot Weakly-Supervised Medical Image Segmentation	May 11, 2023	image-classificationImage Classification	CodeCode Available
Memory-efficient Segmentation of High-resolution Volumetric MicroCT Images	May 31, 2022	GPUImage Segmentation	CodeCode Available
Memorizing SAM: 3D Medical Segment Anything Model with Memorizing Transformer	Dec 18, 2024	Image SegmentationMedical Image Analysis	CodeCode Available
MELAGE: A purely python based Neuroimaging software (Neonatal)	Sep 12, 2023	Deep LearningImage Segmentation	CodeCode Available
Medical Image Segmentation via Single-Source Domain Generalization with Random Amplitude Spectrum Synthesis	Sep 7, 2024	Data AugmentationDomain Generalization	CodeCode Available
Medical Image Segmentation Using Directional Window Attention	Jun 25, 2024	Cell SegmentationDiagnostic	CodeCode Available
Medical Image Segmentation Using Deep Learning: A Survey	Sep 28, 2020	Data AugmentationDeep Learning	CodeCode Available
MedCL: Learning Consistent Anatomy Distribution for Scribble-supervised Medical Image Segmentation	Mar 28, 2025	AnatomyClustering	CodeCode Available
SAM-aware Test-time Adaptation for Universal Medical Image Segmentation	Jun 5, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available
SAM Carries the Burden: A Semi-Supervised Approach Refining Pseudo Labels for Medical Segmentation	Nov 19, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available
Estimating Appearance Models for Image Segmentation via Tensor Factorization	Aug 16, 2022	Image SegmentationSegmentation	CodeCode Available
ERNet: Unsupervised Collective Extraction and Registration in Neuroimaging Data	Dec 6, 2022	Brain Image SegmentationImage Registration	CodeCode Available
Entropy-based measure of rock sample heterogeneity derived from micro-CT images	Feb 1, 2025	Image SegmentationSemantic Segmentation	CodeCode Available
When Segmentation Meets Hyperspectral Image: New Paradigm for Hyperspectral Image Classification	Feb 18, 2025	Hyperspectral Image Classificationimage-classification	CodeCode Available
SwIPE: Efficient and Robust Medical Image Segmentation with Implicit Patch Embeddings	Jul 23, 2023	3D Shape ReconstructionImage Segmentation	CodeCode Available
Enhancing Weakly-Supervised Histopathology Image Segmentation with Knowledge Distillation on MIL-Based Pseudo-Labels	Jul 14, 2024	Image SegmentationKnowledge Distillation	CodeCode Available
UCloudNet: A Residual U-Net with Deep Supervision for Cloud Image Segmentation	Jan 11, 2025	Image SegmentationSegmentation	CodeCode Available
Attention Normalization Impacts Cardinality Generalization in Slot Attention	Jul 4, 2024	Image SegmentationObject	CodeCode Available
Enhancing pretraining efficiency for medical image segmentation via transferability metrics	Oct 24, 2024	Contrastive LearningImage Segmentation	CodeCode Available
MedAI: Transparency in Medical Image Segmentation	Nov 1, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available
MDN: Mamba-Driven Dualstream Network For Medical Hyperspectral Image Segmentation	Feb 24, 2025	Hyperspectral Image SegmentationImage Segmentation	CodeCode Available
SAM-I-Am: Semantic Boosting for Zero-shot Atomic-Scale Electron Micrograph Segmentation	Apr 9, 2024	Autonomous DrivingImage Segmentation	CodeCode Available
Enhancing Incomplete Multi-modal Brain Tumor Segmentation with Intra-modal Asymmetry and Inter-modal Dependency	Jun 14, 2024	AnatomyBrain Tumor Segmentation	CodeCode Available
Attention-Guided Residual U-Net with SE Connection and ASPP for Watershed-Based Cell Segmentation in Microscopy Images	Oct 18, 2024	Cell SegmentationElectron Microscopy Image Segmentation	CodeCode Available

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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