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Papers with Code · CC BY-SA 4.0

CBIS-DDSM

아카이브 평가 16건 · 마지막 적재/변경 2026-10-30

원본 데이터셋 링크 1

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
Multi-patch size DenseNet-121	AUC 0.809	Exploiting Patch Sizes and Resolutions for Multi-Scale Deep Learning in Mammogram Image Classification 2023-04-21	연결 없음
SingleView_PatchBased_EfficientNet-B0	AUC 0.8033	Breast Cancer Diagnosis in Two-View Mammography Using End-to-End Trained EfficientNet-Based Convolutional Network 2021-10-01	코드 1
MorphHR-ResNet18_S896	AUC 0.7964	Beyond Fine-tuning: Classifying High Resolution Mammograms using Function-Preserving Transformations 2021-01-20	연결 없음
ResNet18_S896	AUC 0.7958	Beyond Fine-tuning: Classifying High Resolution Mammograms using Function-Preserving Transformations 2021-01-20	연결 없음
SingleView_PatchBased_EfficientNet-B3	AUC 0.7952	Breast Cancer Diagnosis in Two-View Mammography Using End-to-End Trained EfficientNet-Based Convolutional Network 2021-10-01	코드 1
Multi-resolution DenseNet-121	AUC 0.789	Exploiting Patch Sizes and Resolutions for Multi-Scale Deep Learning in Mammogram Image Classification 2023-04-21	연결 없음
ResNet18_S448	AUC 0.7882	Beyond Fine-tuning: Classifying High Resolution Mammograms using Function-Preserving Transformations 2021-01-20	연결 없음
Feature Pyramid Network DenseNet-121	AUC 0.788	Exploiting Patch Sizes and Resolutions for Multi-Scale Deep Learning in Mammogram Image Classification 2023-04-21	연결 없음
Patch-based DenseNet-121	AUC 0.784	Exploiting Patch Sizes and Resolutions for Multi-Scale Deep Learning in Mammogram Image Classification 2023-04-21	연결 없음
MorphHR-ResNet18_S448	AUC 0.7836	Beyond Fine-tuning: Classifying High Resolution Mammograms using Function-Preserving Transformations 2021-01-20	연결 없음
MorphHR-ResNet18_S224	AUC 0.7523	Beyond Fine-tuning: Classifying High Resolution Mammograms using Function-Preserving Transformations 2021-01-20	연결 없음
VGG/ResNet	AUC 0.75	Deep Learning to Improve Breast Cancer Early Detection on Screening Mammography 2017-08-30	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
VGG/ResNet	AUC 0.75	Breast Cancer Diagnosis in Two-View Mammography Using End-to-End Trained EfficientNet-Based Convolutional Network 2021-10-01	코드 1
ResNet18_S224	AUC 0.7257	Beyond Fine-tuning: Classifying High Resolution Mammograms using Function-Preserving Transformations 2021-01-20	연결 없음
XGBoost	AUC 0.6849	Machine Learning Algorithms for Breast Cancer Detection in Mammography Images: A Comparative Study 2021-04-26	연결 없음
VGG16	AUC 0.6822	Machine Learning Algorithms for Breast Cancer Detection in Mammography Images: A Comparative Study 2021-04-26	연결 없음