SOTAVerified

Cancer Classification

Papers

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Showing 1–50 of 208 papers

TitleStatusHype
Enhancing the Utility of Privacy-Preserving Cancer Classification using Synthetic DataCode2
Triad: Vision Foundation Model for 3D Magnetic Resonance ImagingCode1
Joint Modelling Histology and Molecular Markers for Cancer ClassificationCode1
MiniGPT-Pancreas: Multimodal Large Language Model for Pancreas Cancer Classification and DetectionCode1
Refining Focus in AI for Lung Cancer: Comparing Lesion-Centric and Chest-Region Models with Performance Insights from Internal and External ValidationCode1
Peritumoral Expansion Radiomics for Improved Lung Cancer ClassificationCode1
Pan-cancer Histopathology WSI Pre-training with Position-aware Masked AutoencoderCode1
AI in Lung Health: Benchmarking Detection and Diagnostic Models Across Multiple CT Scan DatasetsCode1
MV-Swin-T: Mammogram Classification with Multi-view Swin TransformerCode1
Virchow: A Million-Slide Digital Pathology Foundation ModelCode1
A Multimodal Graph Neural Network Framework of Cancer Molecular Subtype ClassificationCode1
Generating and Weighting Semantically Consistent Sample Pairs for Ultrasound Contrastive LearningCode1
Multi-View Hypercomplex Learning for Breast Cancer ScreeningCode1
XOmiVAE: an interpretable deep learning model for cancer classification using high-dimensional omics dataCode1
Soft-Attention Improves Skin Cancer Classification PerformanceCode1
Model Patching: Closing the Subgroup Performance Gap with Data AugmentationCode1
Integrated Multi-omics Analysis Using Variational Autoencoders: Application to Pan-cancer ClassificationCode1
Skin Lesion Synthesis with Generative Adversarial NetworksCode1
Advanced cervical cancer classification: enhancing pap smear images with hybrid PMD Filter-CLAHE—0
Uncertainty-Aware Deep Learning for Automated Skin Cancer Classification: A Comprehensive Evaluation—0
Integrating Complexity and Biological Realism: High-Performance Spiking Neural Networks for Breast Cancer Detection—0
Investigating Quantum Feature Maps in Quantum Support Vector Machines for Lung Cancer Classification—0
Optimizing Deep Learning for Skin Cancer Classification: A Computationally Efficient CNN with Minimal Accuracy Trade-Off—0
An Artificial Intelligence Model for Early Stage Breast Cancer Detection from Biopsy Images—0
Validation of Conformal Prediction in Cervical Atypia Classification—0
Breast Cancer Classification in Deep Ultraviolet Fluorescence Images Using a Patch-Level Vision Transformer Framework—0
Theoretical Framework for Tempered Fractional Gradient Descent: Application to Breast Cancer Classification—0
MSAD-Net: Multiscale and Spatial Attention-based Dense Network for Lung Cancer Classification—0
CytoFM: The first cytology foundation model—0
PathOrchestra: A Comprehensive Foundation Model for Computational Pathology with Over 100 Diverse Clinical-Grade Tasks—0
Graph Kolmogorov-Arnold Networks for Multi-Cancer Classification and Biomarker Identification, An Interpretable Multi-Omics Approach—0
Diffusion models applied to skin and oral cancer classification—0
Contrasting Low and High-Resolution Features for HER2 Scoring using Deep Learning—0
Adaptive Deep Learning for Multiclass Breast Cancer Classification via Misprediction Risk Analysis—0
Revisiting Invariant Learning for Out-of-Domain Generalization on Multi-Site Mammogram Datasets—0
Exploring Patient Data Requirements in Training Effective AI Models for MRI-based Breast Cancer Classification—0
Patch Stitching Data Augmentation for Cancer Classification in Pathology Images—0
USegMix: Unsupervised Segment Mix for Efficient Data Augmentation in Pathology Images—0
Using Computer Vision for Skin Disease Diagnosis in Bangladesh Enhancing Interpretability and Transparency in Deep Learning Models for Skin Cancer Classification—0
MEDFORM: A Foundation Model for Contrastive Learning of CT Imaging and Clinical Numeric Data in Multi-Cancer AnalysisCode0
Comparative Analysis of Hand-Crafted and Machine-Driven Histopathological Features for Prostate Cancer Classification and Segmentation—0
A Pan-cancer Classification Model using Multi-view Feature Selection Method and Ensemble Classifier—0
MRANet: A Modified Residual Attention Networks for Lung and Colon Cancer Classification—0
TSEML: A task-specific embedding-based method for few-shot classification of cancer molecular subtypesCode0
Reliable Breast Cancer Molecular Subtype Prediction based on uncertainty-aware Bayesian Deep Learning by Mammography—0
Breast Tumor Classification Using EfficientNet Deep Learning ModelCode0
Are nuclear masks all you need for improved out-of-domain generalisation? A closer look at cancer classification in histopathologyCode0
Cancer-Net SCa-Synth: An Open Access Synthetically Generated 2D Skin Lesion Dataset for Skin Cancer ClassificationCode0
MamT^4: Multi-view Attention Networks for Mammography Cancer ClassificationCode0
DCT-HistoTransformer: Efficient Lightweight Vision Transformer with DCT Integration for histopathological image analysis—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1LASSO-MOGAT1:1 Accuracy95.9—Unverified
2LASSO-MOGAT1:1 Accuracy94.68—Unverified