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 676–700 of 5035 papers

Title	Date	Tasks	Status	Hype
PolyFormer: Referring Image Segmentation as Sequential Polygon Generation	Feb 14, 2023	DecoderImage Segmentation	CodeCode Available	1
Deep Anatomical Federated Network (Dafne): An open client-server framework for the continuous, collaborative improvement of deep learning-based medical image segmentation	Feb 13, 2023	DiagnosticImage Segmentation	CodeCode Available	1
Anatomical Invariance Modeling and Semantic Alignment for Self-supervised Learning in 3D Medical Image Analysis	Feb 11, 2023	Contrastive LearningImage Segmentation	CodeCode Available	1
Adapting Pre-trained Vision Transformers from 2D to 3D through Weight Inflation Improves Medical Image Segmentation	Feb 8, 2023	Image SegmentationMedical Image Analysis	CodeCode Available	1
Med-NCA: Robust and Lightweight Segmentation with Neural Cellular Automata	Feb 7, 2023	HippocampusImage Generation	CodeCode Available	1
Rethinking Semi-Supervised Medical Image Segmentation: A Variance-Reduction Perspective	Feb 3, 2023	Contrastive LearningImage Segmentation	CodeCode Available	1
SegForestNet: Spatial-Partitioning-Based Aerial Image Segmentation	Feb 3, 2023	DecoderImage Segmentation	CodeCode Available	1
Paced-Curriculum Distillation with Prediction and Label Uncertainty for Image Segmentation	Feb 2, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
CHeart: A Conditional Spatio-Temporal Generative Model for Cardiac Anatomy	Jan 30, 2023	AnatomyImage Segmentation	CodeCode Available	1
ProtoSeg: Interpretable Semantic Segmentation with Prototypical Parts	Jan 28, 2023	DiversityImage Segmentation	CodeCode Available	1
Enhancing Medical Image Segmentation with TransCeption: A Multi-Scale Feature Fusion Approach	Jan 25, 2023	Image SegmentationLesion Segmentation	CodeCode Available	1
Improving Sketch Colorization using Adversarial Segmentation Consistency	Jan 20, 2023	ColorizationImage Segmentation	CodeCode Available	1
Active learning for medical image segmentation with stochastic batches	Jan 18, 2023	Active LearningDiversity	CodeCode Available	1
Multi Kernel Positional Embedding ConvNeXt for Polyp Segmentation	Jan 17, 2023	DecoderImage Segmentation	CodeCode Available	1
RCPS: Rectified Contrastive Pseudo Supervision for Semi-Supervised Medical Image Segmentation	Jan 13, 2023	Contrastive LearningImage Segmentation	CodeCode Available	1
Hematoxylin and eosin stained oral squamous cell carcinoma histological images dataset	Jan 13, 2023	Decision MakingDiagnostic	CodeCode Available	1
Self-Supervised Correction Learning for Semi-Supervised Biomedical Image Segmentation	Jan 12, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Open-vocabulary Object Segmentation with Diffusion Models	Jan 12, 2023	Image SegmentationObject	CodeCode Available	1
pyssam -- a Python library for statistical modelling of biomedical shape and appearance	Jan 11, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Co-training with High-Confidence Pseudo Labels for Semi-supervised Medical Image Segmentation	Jan 11, 2023	Image SegmentationLeft Atrium Segmentation	CodeCode Available	1
The state-of-the-art 3D anisotropic intracranial hemorrhage segmentation on non-contrast head CT: The INSTANCE challenge	Jan 9, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Medical Image Segmentation via Cascaded Attention Decoding	Jan 3, 2023	DecoderImage Segmentation	CodeCode Available	1
CauSSL: Causality-inspired Semi-supervised Learning for Medical Image Segmentation	Jan 1, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
MasQCLIP for Open-Vocabulary Universal Image Segmentation	Jan 1, 2023	Image SegmentationPanoptic Segmentation	CodeCode Available	1
Towards Reliable Medical Image Segmentation by utilizing Evidential Calibrated Uncertainty	Jan 1, 2023	Computational EfficiencyImage Segmentation	CodeCode Available	1

Show:10 25 50

← PrevPage 28 of 202Next →

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