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 1751–1775 of 5035 papers

Title	Date	Tasks	Status	Hype
SAM-Med2D	Aug 30, 2023	DecoderImage Segmentation	CodeCode Available	3
Software multiplataforma para a segmentação de vasos sanguíneos em imagens da retina	Aug 30, 2023	Image SegmentationSegmentation	—Unverified	0
Interpretability-guided Data Augmentation for Robust Segmentation in Multi-centre Colonoscopy Data	Aug 30, 2023	Data AugmentationImage Segmentation	CodeCode Available	0
Shatter and Gather: Learning Referring Image Segmentation with Text Supervision	Aug 29, 2023	Image SegmentationSegmentation	CodeCode Available	1
Abdominal Multi-Organ Segmentation Based on Feature Pyramid Network and Spatial Recurrent Neural Network	Aug 29, 2023	DiagnosticImage Segmentation	—Unverified	0
Pseudo-Boolean Polynomials Approach To Edge Detection And Image Segmentation	Aug 29, 2023	Binary ClassificationEdge Detection	—Unverified	0
Entropy-based Guidance of Deep Neural Networks for Accelerated Convergence and Improved Performance	Aug 28, 2023	image-classificationImage Classification	—Unverified	0
Multilayer Multiset Neuronal Networks -- MMNNs	Aug 28, 2023	Image SegmentationSegmentation	—Unverified	0
AutoProSAM: Automated Prompting SAM for 3D Multi-Organ Segmentation	Aug 28, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Local-Global Pseudo-label Correction for Source-free Domain Adaptive Medical Image Segmentation	Aug 28, 2023	Domain AdaptationImage Segmentation	—Unverified	0
Referring Image Segmentation Using Text Supervision	Aug 28, 2023	Image SegmentationObject Localization	CodeCode Available	1
Superpixels algorithms through network community detection	Aug 27, 2023	Community DetectionImage Segmentation	CodeCode Available	0
Cheap Lunch for Medical Image Segmentation by Fine-tuning SAM on Few Exemplars	Aug 27, 2023	Brain Tumor SegmentationImage Segmentation	—Unverified	0
Rethinking Exemplars for Continual Semantic Segmentation in Endoscopy Scenes: Entropy-based Mini-Batch Pseudo-Replay	Aug 27, 2023	Continual LearningContinual Semantic Segmentation	—Unverified	0
Enhancing Bloodstain Analysis Through AI-Based Segmentation: Leveraging Segment Anything Model for Crime Scene Investigation	Aug 27, 2023	Image SegmentationSegmentation	CodeCode Available	0
Transfer Learning for Microstructure Segmentation with CS-UNet: A Hybrid Algorithm with Transformer and CNN Encoders	Aug 26, 2023	Few-Shot LearningImage Segmentation	CodeCode Available	1
FFPN: Fourier Feature Pyramid Network for Ultrasound Image Segmentation	Aug 26, 2023	Image SegmentationSemantic Segmentation	—Unverified	0
Beyond One-to-One: Rethinking the Referring Image Segmentation	Aug 26, 2023	DecoderImage Segmentation	CodeCode Available	1
PE-MED: Prompt Enhancement for Interactive Medical Image Segmentation	Aug 26, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
SamDSK: Combining Segment Anything Model with Domain-Specific Knowledge for Semi-Supervised Learning in Medical Image Segmentation	Aug 26, 2023	Image SegmentationLesion Segmentation	CodeCode Available	1
ACC-UNet: A Completely Convolutional UNet model for the 2020s	Aug 25, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Unlocking Fine-Grained Details with Wavelet-based High-Frequency Enhancement in Transformers	Aug 25, 2023	DecoderImage Segmentation	CodeCode Available	1
An investigation into the impact of deep learning model choice on sex and race bias in cardiac MR segmentation	Aug 25, 2023	Image SegmentationSegmentation	—Unverified	0
Panoptic-Depth Color Map for Combination of Depth and Image Segmentation	Aug 24, 2023	Autonomous DrivingDepth Estimation	—Unverified	0
SPPNet: A Single-Point Prompt Network for Nuclei Image Segmentation	Aug 23, 2023	Cell SegmentationImage Segmentation	CodeCode Available	1

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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