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아카이브 평가 34건 · 마지막 적재/변경 2026-10-30

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
ALIGN (50 hypers/task)	Top-1 Accuracy 79.99	Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision 2021-02-11	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
BiT-L (50 hypers/task)	Top-1 Accuracy 78.72	Big Transfer (BiT): General Visual Representation Learning 2019-12-24	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9
ViT-G/14	Top-1 Accuracy 78.29	Scaling Vision Transformers 2021-06-08	코드 1
PVP(VIT-Base)	Top-1 Accuracy 78.02	PVP: Pre-trained Visual Parameter-Efficient Tuning 2023-04-26	연결 없음
ExpertEnsembles R101	Top-1 Accuracy 77.6	Deep Ensembles for Low-Data Transfer Learning 2020-10-14	연결 없음
BiT-L	Top-1 Accuracy 76.3	Big Transfer (BiT): General Visual Representation Learning 2019-12-24	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9
S4L-Exemplar-ResNet50-LargeHyperSweep	Top-1 Accuracy 72.7	A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark 2019-10-01	코드 1 · 코드 2
ScalableExperts (I21k+JFT)	Top-1 Accuracy 72.3	Scalable Transfer Learning with Expert Models 2020-09-28	연결 없음
S4L-Rotation-ResNet50-LargeHyperSweep	Top-1 Accuracy 71.5	A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark 2019-10-01	코드 1 · 코드 2
ImageNet-ResNet50-LargeHyperSweep	Top-1 Accuracy 71.2	A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark 2019-10-01	코드 1 · 코드 2
BiT-M	Top-1 Accuracy 70.6	Big Transfer (BiT): General Visual Representation Learning 2019-12-24	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9
VIVI-Ex4-Co	Top-1 Accuracy 70.4	Self-Supervised Learning of Video-Induced Visual Invariances 2019-12-05	연결 없음
S4L-Rotation-ResNet50	Top-1 Accuracy 67.5	A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark 2019-10-01	코드 1 · 코드 2
S4L-Exemplar-ResNet50	Top-1 Accuracy 67.0	A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark 2019-10-01	코드 1 · 코드 2
BiT-S	Top-1 Accuracy 66.9	Big Transfer (BiT): General Visual Representation Learning 2019-12-24	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9
ImageNet-ResNet50	Top-1 Accuracy 65.6	A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark 2019-10-01	코드 1 · 코드 2
S4L-10%-Rotation-ResNet50	Top-1 Accuracy 64.8	A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark 2019-10-01	코드 1 · 코드 2
S4L-10%-Exemplar-ResNet50	Top-1 Accuracy 63.9	A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark 2019-10-01	코드 1 · 코드 2
ImageNet-10%-ResNet50	Top-1 Accuracy 61.6	A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark 2019-10-01	코드 1 · 코드 2
SelfSup-Rotation-ResNet50	Top-1 Accuracy 59.5	A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark 2019-10-01	코드 1 · 코드 2
ResNet50-LargeHyperSweep	Top-1 Accuracy 59.2	A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark 2019-10-01	코드 1 · 코드 2
BigBiGAN-ResNet50	Top-1 Accuracy 59.1	A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark 2019-10-01	코드 1 · 코드 2
UpperCaSE-EfficientNetB0	Top-1 Accuracy 58.4	Contextual Squeeze-and-Excitation for Efficient Few-Shot Image Classification 2022-06-20	코드 1
SelfSup-Exemplar-ResNet50	Top-1 Accuracy 57.5	A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark 2019-10-01	코드 1 · 코드 2
UpperCaSE-ResNet50	Top-1 Accuracy 56.6	Contextual Squeeze-and-Excitation for Efficient Few-Shot Image Classification 2022-06-20	코드 1
SelfSup-Jigsaw-ResNet50	Top-1 Accuracy 51.1	A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark 2019-10-01	코드 1 · 코드 2
SelfSup-RelativePatchLoc-ResNet50	Top-1 Accuracy 50.8	A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark 2019-10-01	코드 1 · 코드 2
Unconditional-BigGAN-ResNet50	Top-1 Accuracy 44.0	A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark 2019-10-01	코드 1 · 코드 2
ResNet50	Top-1 Accuracy 42.1	A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark 2019-10-01	코드 1 · 코드 2
VAE	Top-1 Accuracy 37.5	A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark 2019-10-01	코드 1 · 코드 2