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

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Showing 801–825 of 5035 papers

Title	Date	Tasks	Status	Hype	Score
C3S3: Complementary Competition and Contrastive Selection for Semi-Supervised Medical Image Segmentation	Jun 9, 2025	Contrastive LearningDiagnostic	CodeCode Available	1	5
Enhancing surgical instrument segmentation: integrating vision transformer insights with adapter	May 8, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Learning Hierarchical Image Segmentation For Recognition and By Recognition	Oct 1, 2022	Computational Efficiencyimage-classification	CodeCode Available	1	5
Concurrent Spatial and Channel Squeeze & Excitation in Fully Convolutional Networks	Mar 7, 2018	Brain Segmentationimage-classification	CodeCode Available	1	5
One Network to Segment Them All: A General, Lightweight System for Accurate 3D Medical Image Segmentation	Nov 5, 2019	AllData Augmentation	CodeCode Available	1	5
One-Shot Learning for Semantic Segmentation	Sep 11, 2017	General Classificationimage-classification	CodeCode Available	1	5
Stitching, Fine-tuning, Re-training: A SAM-enabled Framework for Semi-supervised 3D Medical Image Segmentation	Mar 17, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Estimating Model Performance under Domain Shifts with Class-Specific Confidence Scores	Jul 20, 2022	Image SegmentationSemantic Segmentation	CodeCode Available	1	5
Validating polyp and instrument segmentation methods in colonoscopy through Medico 2020 and MedAI 2021 Challenges	Jul 30, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Only Positive Cases: 5-fold High-order Attention Interaction Model for Skin Segmentation Derived Classification	Nov 27, 2023	Image SegmentationLesion Classification	CodeCode Available	1	5
Anomaly Detection-Inspired Few-Shot Medical Image Segmentation Through Self-Supervision With Supervoxels	Mar 3, 2022	Anomaly DetectionCardiac Segmentation	CodeCode Available	1	5
On the Road to Online Adaptation for Semantic Image Segmentation	Mar 30, 2022	Domain AdaptationImage Segmentation	CodeCode Available	1	5
Open Source Presentation Attack Detection Baseline for Iris Recognition	Sep 26, 2018	Image SegmentationIris Recognition	CodeCode Available	1	5
Improving Across-Dataset Brain Tissue Segmentation Using Transformer	Jan 21, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Improving Aleatoric Uncertainty Quantification in Multi-Annotated Medical Image Segmentation with Normalizing Flows	Aug 4, 2021	Decision MakingImage Segmentation	CodeCode Available	1	5
Towards Reliable Medical Image Segmentation by utilizing Evidential Calibrated Uncertainty	Jan 1, 2023	Computational EfficiencyImage Segmentation	CodeCode Available	1	5
Orthogonal Annotation Benefits Barely-supervised Medical Image Segmentation	Mar 23, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Overfitting of neural nets under class imbalance: Analysis and improvements for segmentation	Jul 25, 2019	Image SegmentationSegmentation	CodeCode Available	1	5
Implicit Anatomical Rendering for Medical Image Segmentation with Stochastic Experts	Apr 6, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Evidence fusion with contextual discounting for multi-modality medical image segmentation	Jun 23, 2022	DecoderImage Segmentation	CodeCode Available	1	5
EViT-Unet: U-Net Like Efficient Vision Transformer for Medical Image Segmentation on Mobile and Edge Devices	Oct 19, 2024	DecoderImage Segmentation	CodeCode Available	1	5
Explainable Convolutional Neural Networks for Retinal Fundus Classification and Cutting-Edge Segmentation Models for Retinal Blood Vessels from Fundus Images	May 12, 2024	image-classificationImage Classification	CodeCode Available	1	5
Extraction of volumetric indices from echocardiography: which deep learning solution for clinical use?	May 3, 2023	Image SegmentationSegmentation	CodeCode Available	1	5
Parallax-tolerant Image Stitching via Segmentation-guided Multi-homography Warping	Jun 28, 2024	Image SegmentationImage Stitching	CodeCode Available	1	5
Implementation of a perception system for autonomous vehicles using a detection-segmentation network in SoC FPGA	Jul 17, 2023	Autonomous VehiclesCPU	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