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 3001–3025 of 5035 papers

Title	Date	Tasks	Status
Progressively Diffused Networks for Semantic Image Segmentation	Feb 20, 2017	Image SegmentationSegmentation	—Unverified
Progressive Mirror Detection	Jun 1, 2020	DiversityEdge Detection	—Unverified
Projective Skip-Connections for Segmentation Along a Subset of Dimensions in Retinal OCT	Aug 2, 2021	Decoderimage-classification	—Unverified
ProKAN: Progressive Stacking of Kolmogorov-Arnold Networks for Efficient Liver Segmentation	Dec 27, 2024	Image SegmentationKolmogorov-Arnold Networks	—Unverified
ProMamba: Prompt-Mamba for polyp segmentation	Mar 20, 2024	Image SegmentationMamba	—Unverified
Promoting Segment Anything Model towards Highly Accurate Dichotomous Image Segmentation	Dec 30, 2023	Dichotomous Image SegmentationImage Segmentation	—Unverified
Prompt2SegCXR:Prompt to Segment All Organs and Diseases in Chest X-rays	Jul 1, 2025	AllImage Segmentation	—Unverified
Prompt-Based Segmentation at Multiple Resolutions and Lighting Conditions using Segment Anything Model 2	Aug 13, 2024	Image SegmentationSemantic Segmentation	—Unverified
Prompt-Based Tuning of Transformer Models for Multi-Center Medical Image Segmentation of Head and Neck Cancer	May 30, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Prompt-Driven Referring Image Segmentation with Instance Contrasting	Jan 1, 2024	Contrastive LearningImage Segmentation	—Unverified
Prompt Engineering in Segment Anything Model: Methodologies, Applications, and Emerging Challenges	Jul 13, 2025	Image SegmentationPrompt Engineering	—Unverified
Prompt-Guided Dual-Path UNet with Mamba for Medical Image Segmentation	Mar 25, 2025	Image SegmentationKolmogorov-Arnold Networks	—Unverified
Propagating Semantic Labels in Video Data	Oct 1, 2023	3D geometryImage Segmentation	—Unverified
PAM: A Propagation-Based Model for Segmenting Any 3D Objects across Multi-Modal Medical Images	Aug 25, 2024	Image SegmentationMedical Image Segmentation	—Unverified
ProSAM: Enhancing the Robustness of SAM-based Visual Reference Segmentation with Probabilistic Prompts	Jun 27, 2025	Image SegmentationSegmentation	—Unverified
Prostate Segmentation using 2D Bridged U-net	Jul 12, 2018	Image SegmentationMedical Image Segmentation	—Unverified
Prototype-Based Approach for One-Shot Segmentation of Brain Tumors using Few-Shot Learning	Dec 24, 2023	Few-Shot LearningImage Segmentation	—Unverified
Prototype-Based Image Prompting for Weakly Supervised Histopathological Image Segmentation	Jan 1, 2025	Contrastive LearningImage Segmentation	—Unverified
Prototype Correlation Matching and Class-Relation Reasoning for Few-Shot Medical Image Segmentation	Jun 7, 2024	Image SegmentationMedical Image Segmentation	—Unverified
PrPSeg: Universal Proposition Learning for Panoramic Renal Pathology Segmentation	Feb 29, 2024	AnatomyClinical Knowledge	—Unverified
PRS-Med: Position Reasoning Segmentation with Vision-Language Model in Medical Imaging	May 17, 2025	Image SegmentationLanguage Modeling	—Unverified
Pruning random resistive memory for optimizing analogue AI	Nov 13, 2023	Audio ClassificationImage Segmentation	—Unverified
Pseudo-Boolean Polynomials Approach To Edge Detection And Image Segmentation	Aug 29, 2023	Binary ClassificationEdge Detection	—Unverified
PseudoClick: Interactive Image Segmentation with Click Imitation	Jul 12, 2022	Image SegmentationSegmentation	—Unverified
PSO-UNet: Particle Swarm-Optimized U-Net Framework for Precise Multimodal Brain Tumor Segmentation	Mar 24, 2025	Brain Tumor SegmentationHyperparameter Optimization	—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