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 476–500 of 5035 papers

Title	Date	Tasks	Status	Hype
CSAM: A 2.5D Cross-Slice Attention Module for Anisotropic Volumetric Medical Image Segmentation	Nov 8, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Lidar Annotation Is All You Need	Nov 8, 2023	AllAutonomous Driving	CodeCode Available	1
Adapting Segment Anything Model (SAM) through Prompt-based Learning for Enhanced Protein Identification in Cryo-EM Micrographs	Nov 4, 2023	Image Segmentationobject-detection	CodeCode Available	1
Using DUCK-Net for Polyp Image Segmentation	Nov 3, 2023	Data AugmentationDecoder	CodeCode Available	1
FairSeg: A Large-Scale Medical Image Segmentation Dataset for Fairness Learning Using Segment Anything Model with Fair Error-Bound Scaling	Nov 3, 2023	FairnessImage Segmentation	CodeCode Available	1
Continual atlas-based segmentation of prostate MRI	Nov 1, 2023	Continual Learningimage-classification	CodeCode Available	1
From Denoising Training to Test-Time Adaptation: Enhancing Domain Generalization for Medical Image Segmentation	Oct 31, 2023	DecoderDenoising	CodeCode Available	1
MIST: Medical Image Segmentation Transformer with Convolutional Attention Mixing (CAM) Decoder	Oct 30, 2023	DecoderImage Segmentation	CodeCode Available	1
Promise:Prompt-driven 3D Medical Image Segmentation Using Pretrained Image Foundation Models	Oct 30, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
CARIS: Context-Augmented Referring Image Segmentation	Oct 27, 2023	DecoderImage Segmentation	CodeCode Available	1
Enhancing sea ice segmentation in Sentinel-1 images with atrous convolutions	Oct 26, 2023	Binary ClassificationImage Segmentation	CodeCode Available	1
Robust Source-Free Domain Adaptation for Fundus Image Segmentation	Oct 25, 2023	Domain AdaptationImage Segmentation	CodeCode Available	1
Using Diffusion Models to Generate Synthetic Labelled Data for Medical Image Segmentation	Oct 25, 2023	Image SegmentationMedical Image Analysis	CodeCode Available	1
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation	Oct 24, 2023	DecoderImage Segmentation	CodeCode Available	1
Anatomically-aware Uncertainty for Semi-supervised Image Segmentation	Oct 24, 2023	Image SegmentationSegmentation	CodeCode Available	1
Diffusion-based Data Augmentation for Nuclei Image Segmentation	Oct 22, 2023	Data AugmentationImage Generation	CodeCode Available	1
Segment, Select, Correct: A Framework for Weakly-Supervised Referring Segmentation	Oct 20, 2023	Image SegmentationSemantic Segmentation	CodeCode Available	1
DA-TransUNet: Integrating Spatial and Channel Dual Attention with Transformer U-Net for Medical Image Segmentation	Oct 19, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
DiffBoost: Enhancing Medical Image Segmentation via Text-Guided Diffusion Model	Oct 19, 2023	Data AugmentationImage Generation	CodeCode Available	1
Not Just Learning from Others but Relying on Yourself: A New Perspective on Few-Shot Segmentation in Remote Sensing	Oct 19, 2023	Image SegmentationSemantic Segmentation	CodeCode Available	1
Towards Generic Semi-Supervised Framework for Volumetric Medical Image Segmentation	Oct 17, 2023	Domain AdaptationDomain Generalization	CodeCode Available	1
FusionU-Net: U-Net with Enhanced Skip Connection for Pathology Image Segmentation	Oct 17, 2023	DecoderImage Segmentation	CodeCode Available	1
UniParser: Multi-Human Parsing with Unified Correlation Representation Learning	Oct 13, 2023	Human ParsingImage Segmentation	CodeCode Available	1
SAM-OCTA: Prompting Segment-Anything for OCTA Image Segmentation	Oct 11, 2023	Image SegmentationSegmentation	CodeCode Available	1
A Simple and Robust Framework for Cross-Modality Medical Image Segmentation applied to Vision Transformers	Oct 9, 2023	Heart SegmentationImage Generation	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