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 2326–2350 of 5035 papers

Title	Date	Tasks	Status
Enhancing Visual Grounding and Generalization: A Multi-Task Cycle Training Approach for Vision-Language Models	Nov 21, 2023	Image SegmentationLanguage Modelling	CodeCode Available
GMISeg: General Medical Image Segmentation without Re-Training	Nov 21, 2023	DecoderEnsemble Learning	—Unverified
Leveraging Unlabeled Data for 3D Medical Image Segmentation through Self-Supervised Contrastive Learning	Nov 21, 2023	Contrastive LearningImage Segmentation	CodeCode Available
Few-shot Multispectral Segmentation with Representations Generated by Reinforcement Learning	Nov 20, 2023	Image Segmentationreinforcement-learning	CodeCode Available
Segment Together: A Versatile Paradigm for Semi-Supervised Medical Image Segmentation	Nov 20, 2023	BenchmarkingImage Segmentation	—Unverified
Self-Supervised Versus Supervised Training for Segmentation of Organoid Images	Nov 19, 2023	Image SegmentationSelf-Supervised Learning	—Unverified
On the Out of Distribution Robustness of Foundation Models in Medical Image Segmentation	Nov 18, 2023	Image SegmentationMedical Image Segmentation	—Unverified
UniMOS: A Universal Framework For Multi-Organ Segmentation Over Label-Constrained Datasets	Nov 17, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available
Enhancing the Reliability of Segment Anything Model for Auto-Prompting Medical Image Segmentation with Uncertainty Rectification	Nov 17, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Zero-Shot Digital Rock Image Segmentation with a Fine-Tuned Segment Anything Model	Nov 17, 2023	Image SegmentationSegmentation	—Unverified
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
WATUNet: A Deep Neural Network for Segmentation of Volumetric Sweep Imaging Ultrasound	Nov 17, 2023	DecoderImage Segmentation	—Unverified
End-to-end autoencoding architecture for the simultaneous generation of medical images and corresponding segmentation masks	Nov 17, 2023	Brain Tumor SegmentationData Augmentation	—Unverified
Pseudo Label-Guided Data Fusion and Output Consistency for Semi-Supervised Medical Image Segmentation	Nov 17, 2023	DecoderImage Segmentation	CodeCode Available
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
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
Nondestructive, quantitative viability analysis of 3D tissue cultures using machine learning image segmentation	Nov 15, 2023	Image SegmentationSemantic Segmentation	—Unverified
Two-stage Joint Transductive and Inductive learning for Nuclei Segmentation	Nov 15, 2023	Image SegmentationInductive Learning	—Unverified
Zero-Shot Segmentation of Eye Features Using the Segment Anything Model (SAM)	Nov 14, 2023	Gaze EstimationImage Segmentation	CodeCode Available
Level Set KSVD	Nov 14, 2023	Dictionary LearningImage Segmentation	—Unverified
USLR: an open-source tool for unbiased and smooth longitudinal registration of brain MR	Nov 14, 2023	Bayesian InferenceImage Segmentation	CodeCode Available
Pruning random resistive memory for optimizing analogue AI	Nov 13, 2023	Audio ClassificationImage Segmentation	—Unverified
Robust semi-supervised segmentation with timestep ensembling diffusion models	Nov 13, 2023	DenoisingImage Segmentation	—Unverified
PICS in Pics: Physics Informed Contour Selection for Rapid Image Segmentation	Nov 13, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Assessing Test-time Variability for Interactive 3D Medical Image Segmentation with Diverse Point Prompts	Nov 13, 2023	Image SegmentationInteractive 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