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 1451–1475 of 5035 papers

Title	Date	Tasks	Status
A Novel Scene Coupling Semantic Mask Network for Remote Sensing Image Segmentation	Jan 22, 2025	Image SegmentationSemantic Segmentation	—Unverified
A combined Approach Based on Fuzzy Classification and Contextual Region Growing to Image Segmentation	Aug 8, 2016	General ClassificationImage Segmentation	—Unverified
Exploit fully automatic low-level segmented PET data for training high-level deep learning algorithms for the corresponding CT data	Mar 7, 2019	Bladder SegmentationData Augmentation	—Unverified
Exploring Content Based Image Retrieval for Highly Imbalanced Melanoma Data using Style Transfer, Semantic Image Segmentation and Ensemble Learning	Oct 12, 2021	Content-Based Image RetrievalEnsemble Learning	—Unverified
Cats: Complementary CNN and Transformer Encoders for Segmentation	Aug 24, 2022	3D Medical Imaging SegmentationDecoder	—Unverified
The Butterfly Effect in Primary Visual Cortex	Apr 15, 2021	Computational EfficiencyImage Segmentation	—Unverified
Cataract influence on iris recognition performance	Sep 1, 2018	Image SegmentationIris Recognition	—Unverified
A Novel Mask R-CNN Model to Segment Heterogeneous Brain Tumors through Image Subtraction	Apr 4, 2022	Image SegmentationPneumonia Detection	—Unverified
Adversarial training and dilated convolutions for brain MRI segmentation	Jul 11, 2017	Image SegmentationMedical Image Analysis	—Unverified
Catalyzing Clinical Diagnostic Pipelines Through Volumetric Medical Image Segmentation Using Deep Neural Networks: Past, Present, & Future	Mar 27, 2021	Deep LearningDiagnostic	—Unverified
A Novel Hybrid Parameter-Efficient Fine-Tuning Approach for Hippocampus Segmentation and Alzheimer's Disease Diagnosis	Sep 2, 2024	Alzheimer's Disease DetectionBraTS2021	—Unverified
A novel framework of the fuzzy c-means distances problem based weighted distance	Jul 31, 2019	ClusteringImage Segmentation	—Unverified
CASSOD-Net: Cascaded and Separable Structures of Dilated Convolution for Embedded Vision Systems and Applications	Apr 29, 2021	Face DetectionImage Segmentation	—Unverified
Cascaded Robust Learning at Imperfect Labels for Chest X-ray Segmentation	Apr 5, 2021	Image SegmentationMedical Image Analysis	—Unverified
A Clustering Method Based on Information Entropy Payload	Sep 13, 2022	ClusteringImage Segmentation	—Unverified
Explanations of Classifiers Enhance Medical Image Segmentation via End-to-end Pre-training	Jan 16, 2024	image-classificationImage Classification	—Unverified
Cascade Decoder: A Universal Decoding Method for Biomedical Image Segmentation	Jan 15, 2019	DecoderImage Segmentation	—Unverified
Cascaded Classification Models: Combining Models for Holistic Scene Understanding	Dec 1, 2008	3D Reconstruction3D Scene Reconstruction	—Unverified
Adversarial normalization for multi domain image segmentation	Dec 2, 2019	Image SegmentationSegmentation	—Unverified
Cartoon-texture evolution for two-region image segmentation	Mar 7, 2022	Image SegmentationSegmentation	—Unverified
Car Segmentation and Pose Estimation using 3D Object Models	Dec 21, 2015	3D Pose EstimationImage Segmentation	—Unverified
A Novel Falling-Ball Algorithm for Image Segmentation	May 6, 2021	Edge DetectionImage Segmentation	—Unverified
3D Medical Imaging Segmentation on Non-Contrast CT	Mar 11, 2025	3D Medical Imaging SegmentationImage Segmentation	—Unverified
A Novel Extension to Fuzzy Connectivity for Body Composition Analysis: Applications in Thigh, Brain, and Whole Body Tissue Segmentation	Oct 14, 2018	ClusteringImage Segmentation	—Unverified
Cardiac Segmentation on CT Images through Shape-Aware Contour Attentions	May 27, 2021	Cardiac SegmentationComputed Tomography (CT)	—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