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 1001–1025 of 5035 papers

Title	Date	Tasks	Status	Hype	Score
Concurrent Spatial and Channel Squeeze & Excitation in Fully Convolutional Networks	Mar 7, 2018	Brain Segmentationimage-classification	CodeCode Available	1	5
KM-UNet KAN Mamba UNet for medical image segmentation	Jan 5, 2025	Computational EfficiencyImage Segmentation	CodeCode Available	1	5
Correlation-Aware Mutual Learning for Semi-supervised Medical Image Segmentation	Jul 12, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Conditional Diffusion Models for Weakly Supervised Medical Image Segmentation	Jun 6, 2023	DenoisingImage Generation	CodeCode Available	1	5
Conditional diffusion model with spatial attention and latent embedding for medical image segmentation	Feb 10, 2025	HippocampusImage Segmentation	CodeCode Available	1	5
KiU-Net: Overcomplete Convolutional Architectures for Biomedical Image and Volumetric Segmentation	Oct 4, 2020	3D Medical Imaging SegmentationBrain Tumor Segmentation	CodeCode Available	1	5
Knowledge Transfer and Domain Adaptation for Fine-Grained Remote Sensing Image Segmentation	Dec 9, 2024	Domain AdaptationImage Segmentation	CodeCode Available	1	5
Studying the Plasticity in Deep Convolutional Neural Networks using Random Pruning	Dec 26, 2018	image-classificationImage Classification	CodeCode Available	1	5
3D-UCaps: 3D Capsules Unet for Volumetric Image Segmentation	Mar 16, 2022	HippocampusImage Segmentation	CodeCode Available	1	5
CoTr: Efficiently Bridging CNN and Transformer for 3D Medical Image Segmentation	Mar 4, 2021	Image SegmentationInductive Bias	CodeCode Available	1	5
Label Propagation for 3D Carotid Vessel Wall Segmentation and Atherosclerosis Diagnosis	Aug 29, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Labeled-to-Unlabeled Distribution Alignment for Partially-Supervised Multi-Organ Medical Image Segmentation	Sep 5, 2024	Data AugmentationImage Segmentation	CodeCode Available	1	5
SurgicalSAM: Efficient Class Promptable Surgical Instrument Segmentation	Aug 17, 2023	Image SegmentationSegmentation	CodeCode Available	1	5
LM-Net: A Light-weight and Multi-scale Network for Medical Image Segmentation	Jan 7, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Lidar Annotation Is All You Need	Nov 8, 2023	AllAutonomous Driving	CodeCode Available	1	5
LangDAug: Langevin Data Augmentation for Multi-Source Domain Generalization in Medical Image Segmentation	May 26, 2025	Data AugmentationDomain Generalization	CodeCode Available	1	5
CAMS: Convolution and Attention-Free Mamba-based Cardiac Image Segmentation	Jun 9, 2024	Cardiac SegmentationDecoder	CodeCode Available	1	5
Landmark-free Statistical Shape Modeling via Neural Flow Deformations	Sep 14, 2022	Image SegmentationSemantic Segmentation	CodeCode Available	1	5
A Spatial Guided Self-supervised Clustering Network for Medical Image Segmentation	Jul 11, 2021	ClusteringImage Segmentation	CodeCode Available	1	5
Active learning for medical image segmentation with stochastic batches	Jan 18, 2023	Active LearningDiversity	CodeCode Available	1	5
Language Guided Domain Generalized Medical Image Segmentation	Apr 1, 2024	Contrastive LearningDomain Adaptation	CodeCode Available	1	5
Consistency-guided Meta-Learning for Bootstrapping Semi-Supervised Medical Image Segmentation	Jul 21, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Cooperative Training and Latent Space Data Augmentation for Robust Medical Image Segmentation	Jul 2, 2021	Data AugmentationImage Reconstruction	CodeCode Available	1	5
Linguistic Structure Guided Context Modeling for Referring Image Segmentation	Oct 1, 2020	Dependency ParsingImage Segmentation	CodeCode Available	1	5
ConvFormer: Plug-and-Play CNN-Style Transformers for Improving Medical Image Segmentation	Sep 9, 2023	Image SegmentationMedical Image 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