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
Concurrent Spatial and Channel Squeeze & Excitation in Fully Convolutional Networks	Mar 7, 2018	Brain Segmentationimage-classification	CodeCode Available	1
Spatial-Frequency Dual Progressive Attention Network For Medical Image Segmentation	Jun 12, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
D-Net: Dynamic Large Kernel with Dynamic Feature Fusion for Volumetric Medical Image Segmentation	Mar 15, 2024	Brain Tumor SegmentationImage Segmentation	CodeCode Available	1
Conditional Diffusion Models for Weakly Supervised Medical Image Segmentation	Jun 6, 2023	DenoisingImage Generation	CodeCode Available	1
Conditional diffusion model with spatial attention and latent embedding for medical image segmentation	Feb 10, 2025	HippocampusImage Segmentation	CodeCode Available	1
SpecTr: Spectral Transformer for Hyperspectral Pathology Image Segmentation	Mar 5, 2021	Image SegmentationSegmentation	CodeCode Available	1
Directional Connectivity-based Segmentation of Medical Images	Mar 31, 2023	DisentanglementImage Segmentation	CodeCode Available	1
DINOv2 based Self Supervised Learning For Few Shot Medical Image Segmentation	Mar 5, 2024	Image SegmentationMedical Image Analysis	CodeCode Available	1
Discrepancy Matters: Learning from Inconsistent Decoder Features for Consistent Semi-supervised Medical Image Segmentation	Sep 26, 2023	DecoderImage Segmentation	CodeCode Available	1
Diffusion Models for Implicit Image Segmentation Ensembles	Dec 6, 2021	Brain Tumor SegmentationImage Segmentation	CodeCode Available	1
Stepwise Feature Fusion: Local Guides Global	Mar 7, 2022	DecoderImage Segmentation	CodeCode Available	1
Stochastic Segmentation Networks: Modelling Spatially Correlated Aleatoric Uncertainty	Jun 10, 2020	Image SegmentationSegmentation	CodeCode Available	1
STPNet: Scale-aware Text Prompt Network for Medical Image Segmentation	Apr 2, 2025	Image SegmentationLanguage Modeling	CodeCode Available	1
Studying the Plasticity in Deep Convolutional Neural Networks using Random Pruning	Dec 26, 2018	image-classificationImage Classification	CodeCode Available	1
3D-UCaps: 3D Capsules Unet for Volumetric Image Segmentation	Mar 16, 2022	HippocampusImage Segmentation	CodeCode Available	1
Disentangled Representations for Domain-generalized Cardiac Segmentation	Aug 26, 2020	AnatomyCardiac Segmentation	CodeCode Available	1
Swin-LiteMedSAM: A Lightweight Box-Based Segment Anything Model for Large-Scale Medical Image Datasets	Sep 11, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
SwinMM: Masked Multi-view with Swin Transformers for 3D Medical Image Segmentation	Jul 24, 2023	Contrastive LearningImage Reconstruction	CodeCode Available	1
A Spatial Guided Self-supervised Clustering Network for Medical Image Segmentation	Jul 11, 2021	ClusteringImage Segmentation	CodeCode Available	1
DocSegTr: An Instance-Level End-to-End Document Image Segmentation Transformer	Jan 27, 2022	Decision MakingDocument Layout Analysis	CodeCode Available	1
SymTC: A Symbiotic Transformer-CNN Net for Instance Segmentation of Lumbar Spine MRI	Jan 17, 2024	Data AugmentationImage Segmentation	CodeCode Available	1
Consistency-guided Meta-Learning for Bootstrapping Semi-Supervised Medical Image Segmentation	Jul 21, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
DiffuseExpand: Expanding dataset for 2D medical image segmentation using diffusion models	Apr 26, 2023	DiversityImage Generation	CodeCode Available	1
DHC: Dual-debiased Heterogeneous Co-training Framework for Class-imbalanced Semi-supervised Medical Image Segmentation	Jul 22, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Active learning for medical image segmentation with stochastic batches	Jan 18, 2023	Active LearningDiversity	CodeCode Available	1

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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