Papers with Code · CC BY-SA 4.0

Tiny ImageNet Classification

아카이브 평가 23건 · 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
Astroformer	Validation Acc 92.98	Astroformer: More Data Might not be all you need for Classification 2023-04-03	코드 1
DeiT-B/16-D + OCD(5)	Validation Acc 92.0%	OCD: Learning to Overfit with Conditional Diffusion Models 2022-10-02	코드 1
SwinV2-B + GradMatch	Validation Acc 91.90	Data-Efficient Training of CNNs and Transformers with Coresets: A Stability Perspective 2023-03-03	코드 1
Swin-L	Validation Acc 91.35%	Vision Transformers in 2022: An Update on Tiny ImageNet 2022-05-21	코드 1
DeiT-B/16 (PUGD)	Validation Acc 91.02%	Perturbated Gradients Updating within Unit Space for Deep Learning 2021-10-01	코드 1
DeiT-B/16-D + OCD	Validation Acc 90.8%	OCD: Learning to Overfit with Conditional Diffusion Models 2022-10-02	코드 1
ViT-B/16 (PUGD)	Validation Acc 90.74%	Perturbated Gradients Updating within Unit Space for Deep Learning 2021-10-01	코드 1
MANO-tiny	Validation Acc 87.52	Linear Attention with Global Context: A Multipole Attention Mechanism for Vision and Physics 2025-07-03	코드 1
EfficientNet-B1+DCL	Validation Acc 84.39%	Direction Concentration Learning: Enhancing Congruency in Machine Learning 2019-12-17	코드 1
WaveMixLite-144/7	Validation Acc 77.47%	WaveMix: A Resource-efficient Neural Network for Image Analysis 2022-05-28	코드 1
Context-Aware Pipeline	Validation Acc 73.6%	Context-Aware Compilation of DNN Training Pipelines across Edge and Cloud 2021-12-30	코드 1
ResNeXt-50 (SAMix+DM)	Validation Acc 72.39	연결 없음 논문 날짜 미기재	연결 없음
ResNeXt-50 (SAMix)	Validation Acc 72.18%	Boosting Discriminative Visual Representation Learning with Scenario-Agnostic Mixup 2021-11-30	코드 1
ResNeXt-50 (AutoMix+DM)	Validation Acc 71.56	연결 없음 논문 날짜 미기재	연결 없음
ResNeXt-50 (AutoMix)	Validation Acc 70.72%	AutoMix: Unveiling the Power of Mixup for Stronger Classifiers 2021-03-24	코드 1 · 코드 2 · 코드 3
PreActResNet-18-3	Validation Acc 70.24%	MixMo: Mixing Multiple Inputs for Multiple Outputs via Deep Subnetworks 2021-03-10	코드 1
ResNet18 (SAMix)	Validation Acc 68.89%	Boosting Discriminative Visual Representation Learning with Scenario-Agnostic Mixup 2021-11-30	코드 1
ResNeXt-50 (PuzzleMix+DM)	Validation Acc 68.04	연결 없음 논문 날짜 미기재	연결 없음
UPANets	Validation Acc 67.67	UPANets: Learning from the Universal Pixel Attention Networks 2021-03-15	코드 1
ResNet18 (AutoMix)	Validation Acc 67.33%	AutoMix: Unveiling the Power of Mixup for Stronger Classifiers 2021-03-24	코드 1 · 코드 2 · 코드 3
DenseNet + Residual Networks	Validation Acc 60%	DenseNet Models for Tiny ImageNet Classification 2019-04-23	코드 1 · 코드 2 · 코드 3
WaveMixLite-160/13	Validation Acc 54.76	WaveMix-Lite: A Resource-efficient Neural Network for Image Analysis 2022-10-13	코드 1
Convolutional Nystromformer for Vision (CNV)	Validation Acc 49.56	Convolutional Xformers for Vision 2022-01-25	코드 1