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 201–225 of 5035 papers

Title	Date	Tasks	Status	Hype	Score
DiffRect: Latent Diffusion Label Rectification for Semi-supervised Medical Image Segmentation	Jul 13, 2024	DenoisingImage Segmentation	CodeCode Available	2	5
ScribFormer: Transformer Makes CNN Work Better for Scribble-based Medical Image Segmentation	Feb 3, 2024	DecoderImage Segmentation	CodeCode Available	2	5
Deep Incubation: Training Large Models by Divide-and-Conquering	Dec 8, 2022	Image Segmentationobject-detection	CodeCode Available	2	5
Understanding the Tricks of Deep Learning in Medical Image Segmentation: Challenges and Future Directions	Sep 21, 2022	Data AugmentationDomain Adaptation	CodeCode Available	2	5
Densely Connected Parameter-Efficient Tuning for Referring Image Segmentation	Jan 15, 2025	Image SegmentationReferring Expression Segmentation	CodeCode Available	2	5
Diffusion models as plug-and-play priors	Jun 17, 2022	Combinatorial OptimizationDenoising	CodeCode Available	2	5
CLIPSelf: Vision Transformer Distills Itself for Open-Vocabulary Dense Prediction	Oct 2, 2023	image-classificationImage Classification	CodeCode Available	2	5
Segmentation Loss Odyssey	May 27, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available	2	5
Seg-metrics: a Python package to compute segmentation metrics	Jan 12, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2	5
SegRefiner: Towards Model-Agnostic Segmentation Refinement with Discrete Diffusion Process	Dec 19, 2023	DenoisingDichotomous Image Segmentation	CodeCode Available	2	5
Customized Segment Anything Model for Medical Image Segmentation	Apr 26, 2023	DecoderImage Segmentation	CodeCode Available	2	5
AgileFormer: Spatially Agile Transformer UNet for Medical Image Segmentation	Mar 29, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2	5
SemiSAM+: Rethinking Semi-Supervised Medical Image Segmentation in the Era of Foundation Models	Feb 28, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	2	5
ConDSeg: A General Medical Image Segmentation Framework via Contrast-Driven Feature Enhancement	Dec 11, 2024	DecoderImage Segmentation	CodeCode Available	2	5
Beyond Self-Attention: Deformable Large Kernel Attention for Medical Image Segmentation	Aug 31, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	2	5
Deep Covariance Alignment for Domain Adaptive Remote Sensing Image Segmentation	Jan 9, 2024	Image SegmentationSegmentation	CodeCode Available	2	5
Contextual Object Detection with Multimodal Large Language Models	May 29, 2023	Cloze TestDecoder	CodeCode Available	2	5
Test-Time Adaptation with SaLIP: A Cascade of SAM and CLIP for Zero shot Medical Image Segmentation	Apr 9, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2	5
FedFMS: Exploring Federated Foundation Models for Medical Image Segmentation	Mar 8, 2024	Federated LearningImage Segmentation	CodeCode Available	2	5
Rethinking Interactive Image Segmentation with Low Latency High Quality and Diverse Prompts	Jan 1, 2024	Image SegmentationInteractive Segmentation	CodeCode Available	2	5
Tiny and Efficient Model for the Edge Detection Generalization	Aug 12, 2023	Boundary DetectionContour Detection	CodeCode Available	2	5
CrossMatch: Enhance Semi-Supervised Medical Image Segmentation with Perturbation Strategies and Knowledge Distillation	May 1, 2024	Image SegmentationKnowledge Distillation	CodeCode Available	1	5
Cross-level Contrastive Learning and Consistency Constraint for Semi-supervised Medical Image Segmentation	Feb 8, 2022	Contrastive LearningImage Segmentation	CodeCode Available	1	5
CrossMoDA 2021 challenge: Benchmark of Cross-Modality Domain Adaptation techniques for Vestibular Schwannoma and Cochlea Segmentation	Jan 8, 2022	Brain SegmentationDomain Adaptation	CodeCode Available	1	5
Automated computed tomography and magnetic resonance imaging segmentation using deep learning: a beginner's guide	Apr 12, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5

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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