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 701–725 of 5035 papers

Title	Date	Tasks	Status	Hype	Score
Leveraging SAM for Single-Source Domain Generalization in Medical Image Segmentation	Jan 4, 2024	Domain GeneralizationImage Segmentation	CodeCode Available	1	5
CheXseg: Combining Expert Annotations with DNN-generated Saliency Maps for X-ray Segmentation	Feb 21, 2021	Image SegmentationKnowledge Distillation	CodeCode Available	1	5
Alternate Diverse Teaching for Semi-supervised Medical Image Segmentation	Nov 29, 2023	Data AugmentationImage Segmentation	CodeCode Available	1	5
DeformUX-Net: Exploring a 3D Foundation Backbone for Medical Image Segmentation with Depthwise Deformable Convolution	Sep 30, 2023	Computational EfficiencyImage Segmentation	CodeCode Available	1	5
Beyond One-to-One: Rethinking the Referring Image Segmentation	Aug 26, 2023	DecoderImage Segmentation	CodeCode Available	1	5
Deformation-Recovery Diffusion Model (DRDM): Instance Deformation for Image Manipulation and Synthesis	Jul 10, 2024	Data AugmentationFew-Shot Learning	CodeCode Available	1	5
DeiSAM: Segment Anything with Deictic Prompting	Feb 21, 2024	Image SegmentationSegmentation	CodeCode Available	1	5
Beyond pixel-wise supervision for segmentation: A few global shape descriptors might be surprisingly good!	May 3, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Delving into Shape-aware Zero-shot Semantic Segmentation	Apr 17, 2023	Image SegmentationSegmentation	CodeCode Available	1	5
GPU-Net: Lightweight U-Net with more diverse features	Jan 7, 2022	GPUImage Segmentation	CodeCode Available	1	5
Gradient Alignment Improves Test-Time Adaptation for Medical Image Segmentation	Aug 14, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Latent Diffusion for Medical Image Segmentation: End to end learning for fast sampling and accuracy	Jul 17, 2024	DenoisingImage Denoising	CodeCode Available	1	5
Attentive Symmetric Autoencoder for Brain MRI Segmentation	Sep 19, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions	Aug 31, 2019	Image SegmentationLesion Segmentation	CodeCode Available	1	5
Attention U-Net: Learning Where to Look for the Pancreas	Apr 11, 2018	Brain Tumor SegmentationComputational Efficiency	CodeCode Available	1	5
Bidirectional Learning for Domain Adaptation of Semantic Segmentation	Apr 24, 2019	Domain AdaptationImage Segmentation	CodeCode Available	1	5
DeSAM: Decoupled Segment Anything Model for Generalizable Medical Image Segmentation	Jun 1, 2023	DecoderDomain Generalization	CodeCode Available	1	5
DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy	Jul 2, 2025	Data AugmentationGeneralized Referring Expression Segmentation	CodeCode Available	1	5
ALPS: An Auto-Labeling and Pre-training Scheme for Remote Sensing Segmentation With Segment Anything Model	Jun 16, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Adapt Everywhere: Unsupervised Adaptation of Point-Clouds and Entropy Minimisation for Multi-modal Cardiac Image Segmentation	Mar 15, 2021	Domain AdaptationImage Segmentation	CodeCode Available	1	5
A Location-Sensitive Local Prototype Network for Few-Shot Medical Image Segmentation	Mar 18, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Bi-level Learning of Task-Specific Decoders for Joint Registration and One-Shot Medical Image Segmentation	Jan 1, 2024	Data AugmentationImage Segmentation	CodeCode Available	1	5
Channel prior convolutional attention for medical image segmentation	Jun 8, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Lung Segmentation from Chest X-rays using Variational Data Imputation	May 20, 2020	Data AugmentationImage Segmentation	CodeCode Available	1	5
CHeart: A Conditional Spatio-Temporal Generative Model for Cardiac Anatomy	Jan 30, 2023	AnatomyImage Segmentation	CodeCode Available	1	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