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 526–550 of 5035 papers

Title	Date	Tasks	Status	Hype
Self-Sampling Meta SAM: Enhancing Few-shot Medical Image Segmentation with Meta-Learning	Aug 31, 2023	DecoderFew-Shot Learning	CodeCode Available	1
Self-supervised Semantic Segmentation: Consistency over Transformation	Aug 31, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Ref-Diff: Zero-shot Referring Image Segmentation with Generative Models	Aug 31, 2023	Image SegmentationInstance Segmentation	CodeCode Available	1
A Recycling Training Strategy for Medical Image Segmentation with Diffusion Denoising Models	Aug 30, 2023	DenoisingImage Segmentation	CodeCode Available	1
Shatter and Gather: Learning Referring Image Segmentation with Text Supervision	Aug 29, 2023	Image SegmentationSegmentation	CodeCode Available	1
Referring Image Segmentation Using Text Supervision	Aug 28, 2023	Image SegmentationObject Localization	CodeCode Available	1
Beyond One-to-One: Rethinking the Referring Image Segmentation	Aug 26, 2023	DecoderImage Segmentation	CodeCode Available	1
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
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
Unlocking Fine-Grained Details with Wavelet-based High-Frequency Enhancement in Transformers	Aug 25, 2023	DecoderImage Segmentation	CodeCode Available	1
ACC-UNet: A Completely Convolutional UNet model for the 2020s	Aug 25, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
SPPNet: A Single-Point Prompt Network for Nuclei Image Segmentation	Aug 23, 2023	Cell SegmentationImage Segmentation	CodeCode Available	1
Rethinking Data Perturbation and Model Stabilization for Semi-supervised Medical Image Segmentation	Aug 23, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
BHSD: A 3D Multi-Class Brain Hemorrhage Segmentation Dataset	Aug 22, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
False Negative/Positive Control for SAM on Noisy Medical Images	Aug 20, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
SurgicalSAM: Efficient Class Promptable Surgical Instrument Segmentation	Aug 17, 2023	Image SegmentationSegmentation	CodeCode Available	1
Self-Prompting Large Vision Models for Few-Shot Medical Image Segmentation	Aug 15, 2023	DecoderImage Segmentation	CodeCode Available	1
Exploring Transfer Learning in Medical Image Segmentation using Vision-Language Models	Aug 15, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Context-Aware Pseudo-Label Refinement for Source-Free Domain Adaptive Fundus Image Segmentation	Aug 15, 2023	DenoisingDomain Adaptation	CodeCode Available	1
A One Stop 3D Target Reconstruction and multilevel Segmentation Method	Aug 14, 2023	3D Object Reconstruction3D Reconstruction	CodeCode Available	1
Polyp-SAM++: Can A Text Guided SAM Perform Better for Polyp Segmentation?	Aug 12, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
FoodSAM: Any Food Segmentation	Aug 11, 2023	Image SegmentationInstance Segmentation	CodeCode Available	1
Unsupervised Camouflaged Object Segmentation as Domain Adaptation	Aug 8, 2023	AttributeCamouflaged Object Segmentation	CodeCode Available	1
FracAtlas: A Dataset for Fracture Classification, Localization and Segmentation of Musculoskeletal Radiographs	Aug 5, 2023	Image SegmentationObject Detection	CodeCode Available	1
Point2Mask: Point-supervised Panoptic Segmentation via Optimal Transport	Aug 3, 2023	Image SegmentationPanoptic 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