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 1251–1275 of 5035 papers

Title	Date	Tasks	Status
A SAM based Tool for Semi-Automatic Food Annotation	Oct 11, 2024	DecoderImage Segmentation	—Unverified
Agglomerating Large Vision Encoders via Distillation for VFSS Segmentation	Apr 3, 2025	Image SegmentationKnowledge Distillation	—Unverified
Skin Cancer Segmentation and Classification with NABLA-N and Inception Recurrent Residual Convolutional Networks	Apr 25, 2019	Cancer ClassificationClassification	—Unverified
EAGLE: An Efficient Global Attention Lesion Segmentation Model for Hepatic Echinococcosis	Jun 25, 2025	Image SegmentationLesion Segmentation	—Unverified
Compassionately Conservative Balanced Cuts for Image Segmentation	Mar 27, 2018	Clusteringgraph partitioning	—Unverified
Comparison of Possibilistic Fuzzy Local Information C-Means and Possibilistic K-Nearest Neighbors for Synthetic Aperture Sonar Image Segmentation	Apr 1, 2019	Image SegmentationLandmine	—Unverified
Artist, Style And Year Classification Using Face Recognition And Clustering With Convolutional Neural Networks	Dec 2, 2020	ClusteringFace Recognition	—Unverified
Comparison of Different Methods for Tissue Segmentation in Histopathological Whole-Slide Images	Mar 17, 2017	Image SegmentationSegmentation	—Unverified
Comparison of automatic prostate zones segmentation models in MRI images using U-net-like architectures	Jul 19, 2022	DiagnosticImage Segmentation	—Unverified
Artificial Protozoa Optimizer (APO): A novel bio-inspired metaheuristic algorithm for engineering optimization	May 6, 2025	Image SegmentationSemantic Segmentation	—Unverified
A Geometric Flow Approach for Segmentation of Images with Inhomongeneous Intensity and Missing Boundaries	Sep 19, 2023	Image SegmentationSegmentation	—Unverified
Comparing the Performance of LAB* and HSV Color Spaces with Respect to Color Image Segmentation	Jun 4, 2015	Image SegmentationSegmentation	—Unverified
Comparative Evaluation of 3D and 2D Deep Learning Techniques for Semantic Segmentation in CT Scans	Jan 19, 2021	Computed Tomography (CT)Deep Learning	—Unverified
Artificial neural networks and fuzzy logic for recognizing alphabet characters and mathematical symbols	Jul 6, 2016	Image SegmentationOptical Character Recognition	—Unverified
Comparative Benchmarking of Failure Detection Methods in Medical Image Segmentation: Unveiling the Role of Confidence Aggregation	Jun 5, 2024	BenchmarkingImage Segmentation	—Unverified
Comparative Analysis of Segment Anything Model and U-Net for Breast Tumor Detection in Ultrasound and Mammography Images	Jun 21, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Artificial Intelligence-based algorithms in medical image scan seg-mentation and intelligent visual-content generation -- a concise overview	Jan 18, 2024	Image SegmentationMedical Image Segmentation	—Unverified
A Connection between Feed-Forward Neural Networks and Probabilistic Graphical Models	Oct 30, 2017	General ClassificationImage Segmentation	—Unverified
Multiset Neurons	Nov 13, 2021	Image SegmentationSemantic Segmentation	—Unverified
Artificial intelligence as a gateway to scientific discovery: Uncovering features in retinal fundus images	Jan 17, 2023	Image Segmentationscientific discovery	—Unverified
A Gentle Introduction to Deep Learning in Medical Image Processing	Oct 12, 2018	Deep LearningImage Registration	—Unverified
Combining Supervised and Un-supervised Learning for Automatic Citrus Segmentation	May 4, 2021	Image SegmentationSegmentation	—Unverified
Combining Pyramid Pooling and Attention Mechanism for Pelvic MR Image Semantic Segmentaion	Jun 1, 2018	Data AugmentationImage Segmentation	—Unverified
A Robust Morphological Approach for Semantic Segmentation of Very High Resolution Images	Aug 2, 2022	Image SegmentationSegmentation	—Unverified
3D Segmentation with Exponential Logarithmic Loss for Highly Unbalanced Object Sizes	Aug 31, 2018	Brain SegmentationImage Segmentation	—Unverified

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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