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 1526–1550 of 5035 papers

Title	Date	Tasks	Status	Hype
SA-Med2D-20M Dataset: Segment Anything in 2D Medical Imaging with 20 Million masks	Nov 20, 2023	DiversityImage Segmentation	CodeCode Available	3
Segment Together: A Versatile Paradigm for Semi-Supervised Medical Image Segmentation	Nov 20, 2023	BenchmarkingImage Segmentation	—Unverified	0
Kandinsky Conformal Prediction: Efficient Calibration of Image Segmentation Algorithms	Nov 20, 2023	Conformal PredictionImage Segmentation	CodeCode Available	1
GeoSAM: Fine-tuning SAM with Multi-Modal Prompts for Mobility Infrastructure Segmentation	Nov 19, 2023	Image SegmentationLarge Language Model	CodeCode Available	1
Self-Supervised Versus Supervised Training for Segmentation of Organoid Images	Nov 19, 2023	Image SegmentationSelf-Supervised Learning	—Unverified	0
Open-Vocabulary Camouflaged Object Segmentation	Nov 19, 2023	Camouflaged Object SegmentationImage Segmentation	CodeCode Available	2
On the Out of Distribution Robustness of Foundation Models in Medical Image Segmentation	Nov 18, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
Automatic measurement of coverage area of water-based pesticides-surfactant formulation on plant leaves using deep learning tools	Nov 17, 2023	Deep LearningImage Segmentation	—Unverified	0
Zero-Shot Digital Rock Image Segmentation with a Fine-Tuned Segment Anything Model	Nov 17, 2023	Image SegmentationSegmentation	—Unverified	0
WATUNet: A Deep Neural Network for Segmentation of Volumetric Sweep Imaging Ultrasound	Nov 17, 2023	DecoderImage Segmentation	—Unverified	0
Versatile Medical Image Segmentation Learned from Multi-Source Datasets via Model Self-Disambiguation	Nov 17, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
UniMOS: A Universal Framework For Multi-Organ Segmentation Over Label-Constrained Datasets	Nov 17, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	0
End-to-end autoencoding architecture for the simultaneous generation of medical images and corresponding segmentation masks	Nov 17, 2023	Brain Tumor SegmentationData Augmentation	—Unverified	0
Pseudo Label-Guided Data Fusion and Output Consistency for Semi-Supervised Medical Image Segmentation	Nov 17, 2023	DecoderImage Segmentation	CodeCode Available	0
Enhancing the Reliability of Segment Anything Model for Auto-Prompting Medical Image Segmentation with Uncertainty Rectification	Nov 17, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
Shifting to Machine Supervision: Annotation-Efficient Semi and Self-Supervised Learning for Automatic Medical Image Segmentation and Classification	Nov 17, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	0
MSE-Nets: Multi-annotated Semi-supervised Ensemble Networks for Improving Segmentation of Medical Image with Ambiguous Boundaries	Nov 17, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
Slide-SAM: Medical SAM Meets Sliding Window	Nov 16, 2023	AnatomyImage Segmentation	CodeCode Available	1
On the Overconfidence Problem in Semantic 3D Mapping	Nov 16, 2023	Image SegmentationSemantic Segmentation	CodeCode Available	1
Nondestructive, quantitative viability analysis of 3D tissue cultures using machine learning image segmentation	Nov 15, 2023	Image SegmentationSemantic Segmentation	—Unverified	0
Two-stage Joint Transductive and Inductive learning for Nuclei Segmentation	Nov 15, 2023	Image SegmentationInductive Learning	—Unverified	0
SAMIHS: Adaptation of Segment Anything Model for Intracranial Hemorrhage Segmentation	Nov 14, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Zero-Shot Segmentation of Eye Features Using the Segment Anything Model (SAM)	Nov 14, 2023	Gaze EstimationImage Segmentation	CodeCode Available	0
USLR: an open-source tool for unbiased and smooth longitudinal registration of brain MR	Nov 14, 2023	Bayesian InferenceImage Segmentation	CodeCode Available	0
Level Set KSVD	Nov 14, 2023	Dictionary LearningImage Segmentation	—Unverified	0

Show:10 25 50

← PrevPage 62 of 202Next →

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