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 3876–3900 of 5035 papers

Title	Date	Tasks	Status
MLA-BIN: Model-level Attention and Batch-instance Style Normalization for Domain Generalization of Federated Learning on Medical Image Segmentation	Jun 29, 2023	Domain GeneralizationFederated Learning	—Unverified
MMNet: Multi-Mask Network for Referring Image Segmentation	May 24, 2023	Image SegmentationSegmentation	—Unverified
MM-UNet: A Mixed MLP Architecture for Improved Ophthalmic Image Segmentation	Aug 16, 2024	image-classificationImage Classification	—Unverified
MM-UNet: Meta Mamba UNet for Medical Image Segmentation	Mar 21, 2025	DecoderImage Segmentation	—Unverified
SLSNet: Skin lesion segmentation using a lightweight generative adversarial network	Jul 1, 2019	Generative Adversarial NetworkGPU	—Unverified
Mobile Image Analysis Application for Mantoux Skin Test	Jun 22, 2025	3D ReconstructionEdge Detection	—Unverified
Modality-Agnostic Learning for Medical Image Segmentation Using Multi-modality Self-distillation	Jun 6, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Modality specific U-Net variants for biomedical image segmentation: A survey	Jul 9, 2021	Image SegmentationSemantic Segmentation	—Unverified
Model-Based Robust Adaptive Semantic Segmentation	Sep 29, 2021	Autonomous VehiclesImage Segmentation	—Unverified
Modelling brain lesion volume in patches with CNN-based Poisson Regression	Nov 26, 2020	Image SegmentationMedical Image Segmentation	—Unverified
Modern Convex Optimization to Medical Image Analysis	Sep 24, 2018	Computed Tomography (CT)Image Segmentation	—Unverified
Modifying the U-Net's Encoder-Decoder Architecture for Segmentation of Tumors in Breast Ultrasound Images	Sep 1, 2024	DecoderImage Segmentation	—Unverified
Modular Deep Active Learning Framework for Image Annotation: A Technical Report for the Ophthalmo-AI Project	Mar 22, 2024	Active LearningImage Segmentation	—Unverified
Momentum Contrastive Voxel-wise Representation Learning for Semi-supervised Volumetric Medical Image Segmentation	May 14, 2021	Contrastive LearningImage Segmentation	—Unverified
Monocular Robot Navigation with Self-Supervised Pretrained Vision Transformers	Mar 7, 2022	CPUImage Segmentation	—Unverified
MonoDVPS: A Self-Supervised Monocular Depth Estimation Approach to Depth-aware Video Panoptic Segmentation	Oct 14, 2022	Depth-aware Video Panoptic SegmentationDepth Estimation	—Unverified
More than Encoder: Introducing Transformer Decoder to Upsample	Jun 20, 2021	DecoderImage Segmentation	—Unverified
More unlabelled data or label more data? A study on semi-supervised laparoscopic image segmentation	Aug 20, 2019	Image SegmentationSegmentation	—Unverified
Morphological Operation Residual Blocks: Enhancing 3D Morphological Feature Representation in Convolutional Neural Networks for Semantic Segmentation of Medical Images	Mar 6, 2021	Deep LearningImage Segmentation	—Unverified
Morphological segmentation of hyperspectral images	Oct 2, 2020	Image SegmentationSegmentation	—Unverified
MorphSAM: Learning the Morphological Prompts from Atlases for Spine Image Segmentation	Jun 16, 2025	Image SegmentationPrompt Learning	—Unverified
Mosaic3D: Foundation Dataset and Model for Open-Vocabulary 3D Segmentation	Feb 4, 2025	Contrastive LearningDecoder	—Unverified
MOSformer: Momentum encoder-based inter-slice fusion transformer for medical image segmentation	Jan 22, 2024	Computational EfficiencyImage Segmentation	—Unverified
Motion Mapping Cognition: A Nondecomposable Primary Process in Human Vision	Feb 2, 2024	Image SegmentationObject Recognition	—Unverified
MPS-AMS: Masked Patches Selection and Adaptive Masking Strategy Based Self-Supervised Medical Image Segmentation	Feb 27, 2023	Contrastive LearningImage Segmentation	—Unverified

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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