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 4651–4675 of 5035 papers

Title	Date	Tasks	Status
Severability of mesoscale components and local time scales in dynamical networks	Jun 4, 2020	Image SegmentationSemantic Segmentation	CodeCode Available
ILSGAN: Independent Layer Synthesis for Unsupervised Foreground-Background Segmentation	Nov 25, 2022	Generative Adversarial NetworkImage Generation	CodeCode Available
Identifying and Tracking Solar Magnetic Flux Elements with Deep Learning	Aug 27, 2020	Deep LearningImage Segmentation	CodeCode Available
Deep CNN ensembles and suggestive annotations for infant brain MRI segmentation	Dec 14, 2017	Image SegmentationInfant Brain Mri Segmentation	CodeCode Available
IDEAL: Improved DEnse locAL Contrastive Learning for Semi-Supervised Medical Image Segmentation	Oct 26, 2022	Contrastive LearningImage Segmentation	CodeCode Available
IB-U-Nets: Improving medical image segmentation tasks with 3D Inductive Biased kernels	Oct 28, 2022	Image SegmentationInductive Bias	CodeCode Available
IAM: Enhancing RGB-D Instance Segmentation with New Benchmarks	Jan 3, 2025	Data IntegrationImage Segmentation	CodeCode Available
BTSeg: Barlow Twins Regularization for Domain Adaptation in Semantic Segmentation	Aug 31, 2023	Autonomous DrivingDomain Adaptation	CodeCode Available
SFS-A68: a dataset for the segmentation of space functions in apartment buildings	Sep 13, 2022	ClassificationImage Segmentation	CodeCode Available
A New Ensemble Learning Framework for 3D Biomedical Image Segmentation	Dec 10, 2018	3D Medical Imaging SegmentationEnsemble Learning	CodeCode Available
A New Dataset and Performance Benchmark for Real-time Spacecraft Segmentation in Onboard Flight Computers	Jul 14, 2025	Image SegmentationSegmentation	CodeCode Available
Polar Transformation Based Multiple Instance Learning Assisting Weakly Supervised Image Segmentation With Loose Bounding Box Annotations	Mar 3, 2022	Image SegmentationMultiple Instance Learning	CodeCode Available
Hyperspectral Image Segmentation: A Preliminary Study on the Oral and Dental Spectral Image Database (ODSI-DB)	Mar 14, 2023	Hyperspectral Image SegmentationImage Segmentation	CodeCode Available
Hyperspectral Dataset and Deep Learning methods for Waste from Electric and Electronic Equipment Identification (WEEE)	Jul 5, 2024	Hyperspectral Image SegmentationImage Segmentation	CodeCode Available
HyperSpace: Hypernetworks for spacing-adaptive image segmentation	Jul 4, 2024	Image SegmentationSemantic Segmentation	CodeCode Available
Hypernet-Ensemble Learning of Segmentation Probability for Medical Image Segmentation with Ambiguous Labels	Dec 13, 2021	Ensemble LearningImage Segmentation	CodeCode Available
Hybrid Representation-Enhanced Sampling for Bayesian Active Learning in Musculoskeletal Segmentation of Lower Extremities	Jul 26, 2023	Active LearningDiversity	CodeCode Available
Deep Attentive Features for Prostate Segmentation in 3D Transrectal Ultrasound	Jul 3, 2019	Image SegmentationMedical Image Segmentation	CodeCode Available
SGTC: Semantic-Guided Triplet Co-training for Sparsely Annotated Semi-Supervised Medical Image Segmentation	Dec 20, 2024	Auxiliary LearningImage Segmentation	CodeCode Available
Hybrid-Fusion Transformer for Multisequence MRI	Nov 2, 2023	Brain Tumor SegmentationImage Segmentation	CodeCode Available
Weakly supervised segmentation with point annotations for histopathology images via contrast-based variational model	Apr 7, 2023	Image SegmentationSegmentation	CodeCode Available
DeepAtlas: Joint Semi-Supervised Learning of Image Registration and Segmentation	Apr 17, 2019	Data AugmentationImage Registration	CodeCode Available
Shape-aware synthesis of pathological lung CT scans using CycleGAN for enhanced semi-supervised lung segmentation	May 14, 2024	Data AugmentationImage Segmentation	CodeCode Available
Post-DAE: Anatomically Plausible Segmentation via Post-Processing with Denoising Autoencoders	Jun 24, 2020	DenoisingImage Segmentation	CodeCode Available
Bridging the Inter-Domain Gap through Low-Level Features for Cross-Modal Medical Image Segmentation	May 17, 2025	Domain AdaptationImage Segmentation	CodeCode Available

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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