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 651–675 of 5035 papers

Title	Date	Tasks	Status	Hype
Factorizer: A Scalable Interpretable Approach to Context Modeling for Medical Image Segmentation	Feb 24, 2022	Brain Tumor SegmentationImage Segmentation	CodeCode Available	1
FairDomain: Achieving Fairness in Cross-Domain Medical Image Segmentation and Classification	Jul 11, 2024	Domain AdaptationFairness	CodeCode Available	1
False Negative/Positive Control for SAM on Noisy Medical Images	Aug 20, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Enhancing Pseudo Label Quality for Semi-Supervised Domain-Generalized Medical Image Segmentation	Jan 21, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Automating MedSAM by Learning Prompts with Weak Few-Shot Supervision	Sep 30, 2024	Image SegmentationSemantic Segmentation	CodeCode Available	1
BirdSoundsDenoising: Deep Visual Audio Denoising for Bird Sounds	Oct 18, 2022	Audio DenoisingDenoising	CodeCode Available	1
Feature Alignment and Uniformity for Test Time Adaptation	Mar 20, 2023	Domain GeneralizationImage Segmentation	CodeCode Available	1
FedA3I: Annotation Quality-Aware Aggregation for Federated Medical Image Segmentation against Heterogeneous Annotation Noise	Dec 20, 2023	Federated LearningImage Segmentation	CodeCode Available	1
BiPVL-Seg: Bidirectional Progressive Vision-Language Fusion with Global-Local Alignment for Medical Image Segmentation	Mar 30, 2025	cross-modal alignmentImage Segmentation	CodeCode Available	1
Federated Cross Learning for Medical Image Segmentation	Apr 5, 2022	Ensemble LearningFederated Learning	CodeCode Available	1
DC-UNet: Rethinking the U-Net Architecture with Dual Channel Efficient CNN for Medical Images Segmentation	May 31, 2020	DecoderImage Segmentation	CodeCode Available	1
FedLPPA: Learning Personalized Prompt and Aggregation for Federated Weakly-supervised Medical Image Segmentation	Feb 27, 2024	DecoderFederated Learning	CodeCode Available	1
Autoregressive Unsupervised Image Segmentation	Jul 16, 2020	ClusteringImage Segmentation	CodeCode Available	1
BUSIS: A Benchmark for Breast Ultrasound Image Segmentation	Jan 9, 2018	Image SegmentationSegmentation	CodeCode Available	1
AutoVisual Fusion Suite: A Comprehensive Evaluation of Image Segmentation and Voice Conversion Tools on HuggingFace Platform	Dec 17, 2023	Image SegmentationSegmentation	CodeCode Available	1
Few-shot Unsupervised Domain Adaptation for Multi-modal Cardiac Image Segmentation	Jan 28, 2022	Domain AdaptationImage Segmentation	CodeCode Available	1
BLO-SAM: Bi-level Optimization Based Overfitting-Preventing Finetuning of SAM	Feb 26, 2024	Image SegmentationSegmentation	CodeCode Available	1
Flattening the Parent Bias: Hierarchical Semantic Segmentation in the Poincaré Ball	Apr 4, 2024	Image SegmentationSegmentation	CodeCode Available	1
Analyzing Overfitting under Class Imbalance in Neural Networks for Image Segmentation	Feb 20, 2021	Data AugmentationImage Segmentation	CodeCode Available	1
BiX-NAS: Searching Efficient Bi-directional Architecture for Medical Image Segmentation	Jun 26, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Boosting Semi-supervised Image Segmentation with Global and Local Mutual Information Regularization	Mar 8, 2021	DecoderImage Segmentation	CodeCode Available	1
FocalUNETR: A Focal Transformer for Boundary-aware Segmentation of CT Images	Oct 6, 2022	Computed Tomography (CT)Image Segmentation	CodeCode Available	1
Background Matters: A Cross-view Bidirectional Modeling Framework for Semi-supervised Medical Image Segmentation	May 22, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	1
FocusCut: Diving Into a Focus View in Interactive Segmentation	Jan 1, 2022	Image SegmentationInteractive Segmentation	CodeCode Available	1
DCSAU-Net: A Deeper and More Compact Split-Attention U-Net for Medical Image Segmentation	Feb 2, 2022	DecoderImage 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