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 1501–1525 of 5035 papers

Title	Date	Tasks	Status	Hype
Alternate Diverse Teaching for Semi-supervised Medical Image Segmentation	Nov 29, 2023	Data AugmentationImage Segmentation	CodeCode Available	1
Continual Learning for Image Segmentation with Dynamic Query	Nov 29, 2023	Continual LearningDiversity	CodeCode Available	1
Joint network for specular highlight detection and adversarial generation of specular-free images trained with polarimetric data	Nov 28, 2023	Decision MakingGenerative Adversarial Network	CodeCode Available	0
DEU-Net: Dual-Encoder U-Net for Automated Skin Lesion Segmentation	Nov 28, 2023	DecoderDiversity	CodeCode Available	1
Parameter Efficient Fine-tuning via Cross Block Orchestration for Segment Anything Model	Nov 28, 2023	image-classificationImage Classification	—Unverified	0
I-MedSAM: Implicit Medical Image Segmentation with Segment Anything	Nov 28, 2023	DecoderImage Segmentation	CodeCode Available	1
Clean Label Disentangling for Medical Image Segmentation with Noisy Labels	Nov 28, 2023	DisentanglementImage Segmentation	CodeCode Available	0
Image segmentation with traveling waves in an exactly solvable recurrent neural network	Nov 28, 2023	Image SegmentationObject	—Unverified	0
Unleashing the Power of Prompt-driven Nucleus Instance Segmentation	Nov 27, 2023	Image SegmentationInstance Segmentation	CodeCode Available	1
Spatially Covariant Image Registration with Text Prompts	Nov 27, 2023	Computational EfficiencyImage Registration	CodeCode Available	1
Where to Begin? From Random to Foundation Model Instructed Initialization in Federated Learning for Medical Image Segmentation	Nov 27, 2023	Federated LearningImage Segmentation	—Unverified	0
Only Positive Cases: 5-fold High-order Attention Interaction Model for Skin Segmentation Derived Classification	Nov 27, 2023	Image SegmentationLesion Classification	CodeCode Available	1
RISAM: Referring Image Segmentation via Mutual-Aware Attention Features	Nov 27, 2023	DecoderImage Segmentation	—Unverified	0
Can SAM recognize crops? Quantifying the zero-shot performance of a semantic segmentation foundation model on generating crop-type maps using satellite imagery for precision agriculture	Nov 25, 2023	Crop ClassificationCrop Type Mapping	—Unverified	0
Bayesian Neural Networks for 2D MRI Segmentation	Nov 24, 2023	Deep LearningImage Segmentation	—Unverified	0
LACFormer: Toward accurate and efficient polyp segmentation	Nov 23, 2023	DecoderImage Segmentation	CodeCode Available	0
Hybrid Whale-Mud-Ring Optimization for Precise Color Skin Cancer Image Segmentation	Nov 22, 2023	Image SegmentationSemantic Segmentation	—Unverified	0
FuseNet: Self-Supervised Dual-Path Network for Medical Image Segmentation	Nov 22, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
SegVol: Universal and Interactive Volumetric Medical Image Segmentation	Nov 22, 2023	Computed Tomography (CT)Image Segmentation	CodeCode Available	2
Q-Seg: Quantum Annealing-Based Unsupervised Image Segmentation	Nov 21, 2023	Earth ObservationImage Segmentation	CodeCode Available	1
Semi-supervised Medical Image Segmentation via Query Distribution Consistency	Nov 21, 2023	DecoderImage Segmentation	CodeCode Available	0
Enhancing Visual Grounding and Generalization: A Multi-Task Cycle Training Approach for Vision-Language Models	Nov 21, 2023	Image SegmentationLanguage Modelling	CodeCode Available	0
GMISeg: General Medical Image Segmentation without Re-Training	Nov 21, 2023	DecoderEnsemble Learning	—Unverified	0
Leveraging Unlabeled Data for 3D Medical Image Segmentation through Self-Supervised Contrastive Learning	Nov 21, 2023	Contrastive LearningImage Segmentation	CodeCode Available	0
SA-Med2D-20M Dataset: Segment Anything in 2D Medical Imaging with 20 Million masks	Nov 20, 2023	DiversityImage Segmentation	CodeCode Available	3

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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