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 2326–2350 of 5035 papers

Title	Date	Tasks	Status
Automatic Image Labelling at Pixel Level	Jul 15, 2020	Image SegmentationObject	—Unverified
KAN-Mamba FusionNet: Redefining Medical Image Segmentation with Non-Linear Modeling	Nov 18, 2024	Image SegmentationKolmogorov-Arnold Networks	—Unverified
Deep learning architectures for automated image segmentation	Sep 19, 2019	Boundary DetectionDecoder	—Unverified
Automatic Image Co-Segmentation: A Survey	Nov 18, 2019	Image SegmentationObject	—Unverified
Deep Learning Approach for Building Detection in Satellite Multispectral Imagery	Nov 10, 2018	Deep LearningImage Segmentation	—Unverified
Deep learning approaches for neural decoding: from CNNs to LSTMs and spikes to fMRI	May 19, 2020	Brain Computer InterfaceDeep Learning	—Unverified
Automatic Image Annotation for Mapped Features Detection	Dec 11, 2024	Autonomous DrivingImage Segmentation	—Unverified
Deep learning and its application to medical image segmentation	Mar 23, 2018	AnatomyComputed Tomography (CT)	—Unverified
Automatic Head Overcoat Thickness Measure with NASNet-Large-Decoder Net	Jun 22, 2021	DecoderImage Segmentation	—Unverified
Learning to segment microscopy images with lazy labels	Jun 20, 2019	Image SegmentationMulti-Task Learning	—Unverified
Kernel Spectral Clustering and applications	May 3, 2015	ClusteringImage Segmentation	—Unverified
Keypoint Transfer for Fast Whole-Body Segmentation	Jun 22, 2018	Image SegmentationSegmentation	—Unverified
Deep Label Fusion: A 3D End-to-End Hybrid Multi-Atlas Segmentation and Deep Learning Pipeline	Mar 19, 2021	Image SegmentationMedical Image Segmentation	—Unverified
A region and category confidence-based multi-task network for carotid ultrasound image segmentation and classification	Jul 2, 2023	ClassificationImage Segmentation	—Unverified
AASeg: Attention Aware Network for Real Time Semantic Segmentation	Jul 27, 2021	Image SegmentationReal-Time Semantic Segmentation	—Unverified
KA^2ER: Knowledge Adaptive Amalgamation of ExpeRts for Medical Images Segmentation	Oct 28, 2024	Image SegmentationMedical Image Analysis	—Unverified
Deep Grouping Model for Unified Perceptual Parsing	Mar 25, 2020	Image Segmentationmodel	—Unverified
DeepGI: An Automated Approach for Gastrointestinal Tract Segmentation in MRI Scans	Jan 27, 2024	Image SegmentationSegmentation	—Unverified
Automatic Estimation of Live Coffee Leaf Infection based on Image Processing Techniques	Feb 24, 2014	Image SegmentationManagement	—Unverified
Deep Geodesic Learning for Segmentation and Anatomical Landmarking	Oct 6, 2018	AnatomyData Augmentation	—Unverified
Deep Generative Model-based Quality Control for Cardiac MRI Segmentation	Jun 23, 2020	Image SegmentationMedical Image Segmentation	—Unverified
Automatic Error Detection in Integrated Circuits Image Segmentation: A Data-driven Approach	Nov 8, 2022	image-classificationImage Classification	—Unverified
Adaptive Noise-Tolerant Network for Image Segmentation	Jan 13, 2025	Deep Learningimage-classification	—Unverified
Automatic Cranial Defect Reconstruction with Self-Supervised Deep Deformable Masked Autoencoders	Apr 19, 2024	Data AugmentationImage Segmentation	—Unverified
Automatic Detection of Interplanetary Coronal Mass Ejections in Solar Wind In Situ Data	May 7, 2022	Image SegmentationMedical Image 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