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Papers with Code · CC BY-SA 4.0

WebVision-1000

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
MAM (ViT-B/16)	Top-1 Accuracy 83.6	Improving Image Recognition by Retrieving from Web-Scale Image-Text Data 2023-04-11	연결 없음
CurriculumNet (InceptionResNet-v2)	Top-1 Accuracy 79.3% Top-5 Accuracy 93.6%	CurriculumNet: Weakly Supervised Learning from Large-Scale Web Images 2018-08-03	코드 1 · 코드 2
ERM + CMW-Net-SL (InceptionResNet-V2)	Top-1 Accuracy 77.9% Top-5 Accuracy 92.6%	CMW-Net: Learning a Class-Aware Sample Weighting Mapping for Robust Deep Learning 2022-02-11	코드 1
NCR+Mixup+DA (ResNet-50)	Top-1 Accuracy 76.8	Learning with Neighbor Consistency for Noisy Labels 2022-02-04	코드 1
Heteroscedastic (InceptionResNet-v2)	Top-1 Accuracy 76.6% Top-5 Accuracy 92.1%	Correlated Input-Dependent Label Noise in Large-Scale Image Classification 2021-05-19	연결 없음
MILe (ResNet-50-D)	Top-1 Accuracy 76.5% Top-5 Accuracy 90.9% ImageNet Top-1 Accuracy 68.7 ImageNet Top-5 Accuracy 86.4	Multi-label Iterated Learning for Image Classification with Label Ambiguity 2021-11-23	연결 없음
SCC (ResNet50-D)	Top-1 Accuracy 75.78% Top-5 Accuracy 91.07% ImageNet Top-1 Accuracy 70.66% ImageNet Top-5 Accuracy 88.46%	Webly Supervised Image Classification with Self-Contained Confidence 2020-08-27	코드 1 · 코드 2 · 코드 3 · 코드 4
NCR (ResNet-50)	Top-1 Accuracy 75.7%	Learning with Neighbor Consistency for Noisy Labels 2022-02-04	코드 1
VSGraph-LC (ResNet50)	Top-1 Accuracy 75.48% Top-5 Accuracy 90.15% ImageNet Top-1 Accuracy 69.42% ImageNet Top-5 Accuracy 87.29%	Webly Supervised Image Classification with Metadata: Automatic Noisy Label Correction via Visual-Semantic Graph 2020-10-12	코드 1
MILe (ResNet-50)	Top-1 Accuracy 75.2% Top-5 Accuracy 90.3% ImageNet Top-1 Accuracy 67.1 ImageNet Top-5 Accuracy 85.6	Multi-label Iterated Learning for Image Classification with Label Ambiguity 2021-11-23	연결 없음
HAR (InceptionResNet-v2)	Top-1 Accuracy 75.0% Top-5 Accuracy 90.6% ImageNet Top-1 Accuracy 67.1% ImageNet Top-5 Accuracy 86.7%	Heteroskedastic and Imbalanced Deep Learning with Adaptive Regularization 2020-06-29	코드 1
MentorMix (InceptionResNet-V2)	Top-1 Accuracy 74.3% Top-5 Accuracy 90.5% ImageNet Top-1 Accuracy 67.5% ImageNet Top-5 Accuracy 87.2%	Beyond Synthetic Noise: Deep Learning on Controlled Noisy Labels 2019-11-21	코드 1 · 코드 2 · 코드 3
MoPro (ResNet-50)	Top-1 Accuracy 73.9% Top-5 Accuracy 90.0% ImageNet Top-1 Accuracy 67.8% ImageNet Top-5 Accuracy 87.0%	MoPro: Webly Supervised Learning with Momentum Prototypes 2020-09-17	코드 1 · 코드 2
SOMNet (ResNet-50)	Top-1 Accuracy 72.2% Top-5 Accuracy 89.5% ImageNet Top-1 Accuracy 65.0% ImageNet Top-5 Accuracy 85.1%	Learning from Web Data with Self-Organizing Memory Module 2019-06-28	연결 없음
CurriculumNet (Inception-v2）	Top-1 Accuracy 72.1% Top-5 Accuracy 89.2% ImageNet Top-1 Accuracy 64.8% ImageNet Top-5 Accuracy 84.9%	CurriculumNet: Weakly Supervised Learning from Large-Scale Web Images 2018-08-03	코드 1 · 코드 2
MentorNet (InceptionResNet-V2)	Top-1 Accuracy 70.8% Top-5 Accuracy 88.0% ImageNet Top-1 Accuracy 62.5% ImageNet Top-5 Accuracy 83.0%	MentorNet: Learning Data-Driven Curriculum for Very Deep Neural Networks on Corrupted Labels 2017-12-14	코드 1