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 726–750 of 5035 papers

Title	Date	Tasks	Status	Hype	Score
DiffuseExpand: Expanding dataset for 2D medical image segmentation using diffusion models	Apr 26, 2023	DiversityImage Generation	CodeCode Available	1	5
An Embarrassingly Simple Consistency Regularization Method for Semi-Supervised Medical Image Segmentation	Feb 1, 2022	3D Medical Imaging SegmentationImage Segmentation	CodeCode Available	1	5
Attentive Symmetric Autoencoder for Brain MRI Segmentation	Sep 19, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
BiPVL-Seg: Bidirectional Progressive Vision-Language Fusion with Global-Local Alignment for Medical Image Segmentation	Mar 30, 2025	cross-modal alignmentImage Segmentation	CodeCode Available	1	5
BirdSoundsDenoising: Deep Visual Audio Denoising for Bird Sounds	Oct 18, 2022	Audio DenoisingDenoising	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
BiX-NAS: Searching Efficient Bi-directional Architecture for Medical Image Segmentation	Jun 26, 2021	Image SegmentationMedical Image 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
BLO-SAM: Bi-level Optimization Based Overfitting-Preventing Finetuning of SAM	Feb 26, 2024	Image SegmentationSegmentation	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
Disentangled Representations for Domain-generalized Cardiac Segmentation	Aug 26, 2020	AnatomyCardiac Segmentation	CodeCode Available	1	5
Masked Event Modeling: Self-Supervised Pretraining for Event Cameras	Dec 20, 2022	ClassificationEvent-based vision	CodeCode Available	1	5
Boosting Semi-supervised Image Segmentation with Global and Local Mutual Information Regularization	Mar 8, 2021	DecoderImage Segmentation	CodeCode Available	1	5
MasQCLIP for Open-Vocabulary Universal Image Segmentation	Jan 1, 2023	Image SegmentationPanoptic Segmentation	CodeCode Available	1	5
MatchSeg: Towards Better Segmentation via Reference Image Matching	Mar 23, 2024	Domain GeneralizationFew-Shot Learning	CodeCode Available	1	5
BootPIG: Bootstrapping Zero-shot Personalized Image Generation Capabilities in Pretrained Diffusion Models	Jan 25, 2024	Image GenerationImage Segmentation	CodeCode Available	1	5
ClusterFormer: Clustering As A Universal Visual Learner	Sep 22, 2023	Clusteringimage-classification	CodeCode Available	1	5
ACCT is a fast and accessible automatic cell counting tool using machine learning for 2D image segmentation	May 22, 2023	Automatic Cell CountingImage Segmentation	CodeCode Available	1	5
DivergentNets: Medical Image Segmentation by Network Ensemble	Jul 1, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Hematoxylin and eosin stained oral squamous cell carcinoma histological images dataset	Jan 13, 2023	Decision MakingDiagnostic	CodeCode Available	1	5
DocSegTr: An Instance-Level End-to-End Document Image Segmentation Transformer	Jan 27, 2022	Decision MakingDocument Layout Analysis	CodeCode Available	1	5
MCF: Mutual Correction Framework for Semi-Supervised Medical Image Segmentation	Jan 1, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
D-Net: Dynamic Large Kernel with Dynamic Feature Fusion for Volumetric Medical Image Segmentation	Mar 15, 2024	Brain Tumor SegmentationImage Segmentation	CodeCode Available	1	5
Hierarchical Image Peeling: A Flexible Scale-space Filtering Framework	Apr 4, 2021	GPUImage 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