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 451–475 of 5035 papers

Title	Date	Tasks	Status	Hype
Dual-Space Augmented Intrinsic-LoRA for Wind Turbine Segmentation	Dec 30, 2024	Image SegmentationSegmentation	—Unverified	0
Optical Character Recognition using Convolutional Neural Networks for Ashokan Brahmi Inscriptions	Dec 29, 2024	Data AugmentationImage Segmentation	—Unverified	0
SegKAN: High-Resolution Medical Image Segmentation with Long-Distance Dependencies	Dec 28, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Uncertainty Quantified Deep Learning and Regression Analysis Framework for Image Segmentation of Skin Cancer Lesions	Dec 28, 2024	Image SegmentationSegmentation	CodeCode Available	0
Neighbor Does Matter: Density-Aware Contrastive Learning for Medical Semi-supervised Segmentation	Dec 27, 2024	Contrastive LearningImage Segmentation	—Unverified	0
ProKAN: Progressive Stacking of Kolmogorov-Arnold Networks for Efficient Liver Segmentation	Dec 27, 2024	Image SegmentationKolmogorov-Arnold Networks	—Unverified	0
Towards Open-Vocabulary Remote Sensing Image Semantic Segmentation	Dec 27, 2024	Image SegmentationSemantic Segmentation	CodeCode Available	2
A Large-scale Interpretable Multi-modality Benchmark for Facial Image Forgery Localization	Dec 27, 2024	Face SwappingImage Segmentation	—Unverified	0
Mask Factory: Towards High-quality Synthetic Data Generation for Dichotomous Image Segmentation	Dec 26, 2024	Dichotomous Image SegmentationImage Segmentation	—Unverified	0
When SAM2 Meets Video Shadow and Mirror Detection	Dec 26, 2024	Image SegmentationMirror Detection	CodeCode Available	0
CALICO: Part-Focused Semantic Co-Segmentation with Large Vision-Language Models	Dec 26, 2024	Image SegmentationSegmentation	—Unverified	0
HELPNet: Hierarchical Perturbations Consistency and Entropy-guided Ensemble for Scribble Supervised Medical Image Segmentation	Dec 25, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Federated Learning with Partially Labeled Data: A Conditional Distillation Approach	Dec 25, 2024	Federated LearningImage Segmentation	—Unverified	0
Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization	Dec 24, 2024	Image SegmentationSemantic Segmentation	CodeCode Available	1
QTSeg: A Query Token-Based Architecture for Efficient 2D Medical Image Segmentation	Dec 23, 2024	Breast Cancer DetectionDecoder	CodeCode Available	1
PINN-EMFNet: PINN-based and Enhanced Multi-Scale Feature Fusion Network for Breast Ultrasound Images Segmentation	Dec 22, 2024	DecoderImage Segmentation	—Unverified	0
A Unifying Family of Data-Adaptive Partitioning Algorithms	Dec 21, 2024	ClusteringDimensionality Reduction	—Unverified	0
PB-UAP: Hybrid Universal Adversarial Attack For Image Segmentation	Dec 21, 2024	Adversarial Attackimage-classification	—Unverified	0
Stochastic Model of siRNA Endosomal Escape Mediated by Fusogenic Peptides in OVCAR-3	Dec 20, 2024	Bayesian InferenceImage Segmentation	CodeCode Available	0
VerSe: Integrating Multiple Queries as Prompts for Versatile Cardiac MRI Segmentation	Dec 20, 2024	Image SegmentationInteractive Segmentation	CodeCode Available	0
SGTC: Semantic-Guided Triplet Co-training for Sparsely Annotated Semi-Supervised Medical Image Segmentation	Dec 20, 2024	Auxiliary LearningImage Segmentation	CodeCode Available	0
The Role of Recurrency in Image Segmentation for Noisy and Limited Sample Settings	Dec 20, 2024	Few-Shot LearningImage Segmentation	—Unverified	0
Efficient MedSAMs: Segment Anything in Medical Images on Laptop	Dec 20, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	7
Uncertainty-Guided Cross Attention Ensemble Mean Teacher for Semi-supervised Medical Image Segmentation	Dec 19, 2024	Domain GeneralizationImage Segmentation	CodeCode Available	0
Review of Fruit Tree Image Segmentation	Dec 19, 2024	Image SegmentationSegmentation	—Unverified	0

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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