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 1226–1250 of 5035 papers

Title	Date	Tasks	Status	Score
Meta-Learners for Few-Shot Weakly-Supervised Medical Image Segmentation	May 11, 2023	image-classificationImage Classification	CodeCode Available	5
MELAGE: A purely python based Neuroimaging software (Neonatal)	Sep 12, 2023	Deep LearningImage Segmentation	CodeCode Available	5
Memorizing SAM: 3D Medical Segment Anything Model with Memorizing Transformer	Dec 18, 2024	Image SegmentationMedical Image Analysis	CodeCode Available	5
Memory-efficient Segmentation of High-resolution Volumetric MicroCT Images	May 31, 2022	GPUImage Segmentation	CodeCode Available	5
Combo Loss: Handling Input and Output Imbalance in Multi-Organ Segmentation	May 8, 2018	Image SegmentationMedical Image Segmentation	CodeCode Available	5
A generic ensemble based deep convolutional neural network for semi-supervised medical image segmentation	Apr 16, 2020	DecoderImage Segmentation	CodeCode Available	5
Combining Fully Convolutional and Recurrent Neural Networks for 3D Biomedical Image Segmentation	Sep 5, 2016	3D Medical Imaging SegmentationImage Segmentation	CodeCode Available	5
Metrics Revolutions: Groundbreaking Insights into the Implementation of Metrics for Biomedical Image Segmentation	Oct 3, 2024	Image SegmentationSemantic Segmentation	CodeCode Available	5
Multi-level Asymmetric Contrastive Learning for Volumetric Medical Image Segmentation Pre-training	Sep 21, 2023	Contrastive LearningDecoder	CodeCode Available	5
Medical Image Segmentation Using Deep Learning: A Survey	Sep 28, 2020	Data AugmentationDeep Learning	CodeCode Available	5
Medical Image Segmentation Using Directional Window Attention	Jun 25, 2024	Cell SegmentationDiagnostic	CodeCode Available	5
MedAI: Transparency in Medical Image Segmentation	Nov 1, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	5
MedCL: Learning Consistent Anatomy Distribution for Scribble-supervised Medical Image Segmentation	Mar 28, 2025	AnatomyClustering	CodeCode Available	5
Medical Image Segmentation via Single-Source Domain Generalization with Random Amplitude Spectrum Synthesis	Sep 7, 2024	Data AugmentationDomain Generalization	CodeCode Available	5
Color-Quality Invariance for Robust Medical Image Segmentation	Feb 11, 2025	Domain GeneralizationImage Segmentation	CodeCode Available	5
MDN: Mamba-Driven Dualstream Network For Medical Hyperspectral Image Segmentation	Feb 24, 2025	Hyperspectral Image SegmentationImage Segmentation	CodeCode Available	5
MCU-Net: A framework towards uncertainty representations for decision support system patient referrals in healthcare contexts	Jul 8, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available	5
MBIS: Multivariate Bayesian Image Segmentation Tool	Apr 2, 2014	ClusteringImage Segmentation	CodeCode Available	5
3D RoI-aware U-Net for Accurate and Efficient Colorectal Tumor Segmentation	Jun 27, 2018	GPUImage Segmentation	CodeCode Available	5
Mci-net: multi-scale context integrated network for liver ct image segmentation	May 3, 2023	2D Semantic SegmentationImage Segmentation	CodeCode Available	5
MASNet: A Robust Deep Marine Animal Segmentation Network	May 1, 2023	Data AugmentationImage Segmentation	CodeCode Available	5
[MASK] is All You Need	Dec 9, 2024	AllImage Segmentation	CodeCode Available	5
AG-CRC: Anatomy-Guided Colorectal Cancer Segmentation in CT with Imperfect Anatomical Knowledge	Oct 7, 2023	AnatomyComputed Tomography (CT)	CodeCode Available	5
Coarse-to-Fine Lifted MAP Inference in Computer Vision	Jul 22, 2017	Image SegmentationSemantic Segmentation	CodeCode Available	5
Mask-Guided Attention U-Net for Enhanced Neonatal Brain Extraction and Image Preprocessing	Jun 25, 2024	DecoderImage Reconstruction	CodeCode Available	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