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 101–125 of 5035 papers

Title	Date	Tasks	Status	Hype
Revisit Anything: Visual Place Recognition via Image Segment Retrieval	Sep 26, 2024	Image SegmentationNavigate	CodeCode Available	2
EM-Net: Efficient Channel and Frequency Learning with Mamba for 3D Medical Image Segmentation	Sep 26, 2024	Image SegmentationMamba	CodeCode Available	2
PointSAM: Pointly-Supervised Segment Anything Model for Remote Sensing Images	Sep 20, 2024	Image SegmentationSemantic Segmentation	CodeCode Available	2
RevSAM2: Prompt SAM2 for Medical Image Segmentation via Reverse-Propagation without Fine-tuning	Sep 6, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2
PlantSeg: A Large-Scale In-the-wild Dataset for Plant Disease Segmentation	Sep 6, 2024	Benchmarkingimage-classification	CodeCode Available	2
MobileUNETR: A Lightweight End-To-End Hybrid Vision Transformer For Efficient Medical Image Segmentation	Sep 4, 2024	Image SegmentationLesion Segmentation	CodeCode Available	2
Generative AI Enables Medical Image Segmentation in Ultra Low-Data Regimes	Aug 30, 2024	Deep LearningImage Segmentation	CodeCode Available	2
MSVM-UNet: Multi-Scale Vision Mamba UNet for Medical Image Segmentation	Aug 25, 2024	Image SegmentationMamba	CodeCode Available	2
Image Segmentation in Foundation Model Era: A Survey	Aug 23, 2024	Image SegmentationInstance Segmentation	CodeCode Available	2
HMT-UNet: A hybird Mamba-Transformer Vision UNet for Medical Image Segmentation	Aug 21, 2024	Image SegmentationMamba	CodeCode Available	2
Robust Semi-supervised Multimodal Medical Image Segmentation via Cross Modality Collaboration	Aug 14, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2
DaCapo: a modular deep learning framework for scalable 3D image segmentation	Aug 5, 2024	Image SegmentationManagement	CodeCode Available	2
MSA^2Net: Multi-scale Adaptive Attention-guided Network for Medical Image Segmentation	Jul 31, 2024	DecoderImage Segmentation	CodeCode Available	2
RefMask3D: Language-Guided Transformer for 3D Referring Segmentation	Jul 25, 2024	3D visual groundingImage Segmentation	CodeCode Available	2
ESP-MedSAM: Efficient Self-Prompting SAM for Universal Domain-Generalized Medical Image Segmentation	Jul 19, 2024	DecoderImage Segmentation	CodeCode Available	2
DiffRect: Latent Diffusion Label Rectification for Semi-supervised Medical Image Segmentation	Jul 13, 2024	DenoisingImage Segmentation	CodeCode Available	2
IRSAM: Advancing Segment Anything Model for Infrared Small Target Detection	Jul 10, 2024	DecoderImage Segmentation	CodeCode Available	2
HiDiff: Hybrid Diffusion Framework for Medical Image Segmentation	Jul 3, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2
Stable Diffusion Segmentation for Biomedical Images with Single-step Reverse Process	Jun 26, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2
Are Vision xLSTM Embedded UNet More Reliable in Medical 3D Image Segmentation?	Jun 24, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2
SelfReg-UNet: Self-Regularized UNet for Medical Image Segmentation	Jun 21, 2024	DecoderImage Segmentation	CodeCode Available	2
Medical Vision Generalist: Unifying Medical Imaging Tasks in Context	Jun 8, 2024	Conditional Image GenerationDenoising	CodeCode Available	2
DiffCut: Catalyzing Zero-Shot Semantic Segmentation with Diffusion Features and Recursive Normalized Cut	Jun 5, 2024	Image SegmentationSegmentation	CodeCode Available	2
U-KAN Makes Strong Backbone for Medical Image Segmentation and Generation	Jun 5, 2024	Image SegmentationKolmogorov-Arnold Networks	CodeCode Available	2
Modality-agnostic Domain Generalizable Medical Image Segmentation by Multi-Frequency in Multi-Scale Attention	May 10, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2

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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