Papers with Code · CC BY-SA 4.0

Stanford Dogs

아카이브 평가 24건 · 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
MP	Accuracy 97.3%	SR-GNN: Spatial Relation-aware Graph Neural Network for Fine-Grained Image Categorization 2022-09-05	코드 1
MPSA	Accuracy 95.4%	Multi-Granularity Part Sampling Attention for Fine-Grained Visual Classification 2024-08-16	코드 1
ViT-NeT (DeiT-III-B)	Accuracy 93.6%	ViT-NeT: Interpretable Vision Transformers with Neural Tree Decoder 2022-07-17	코드 1
µ2Net+ (ViT-L/16)	Accuracy 93.5%	A Continual Development Methodology for Large-scale Multitask Dynamic ML Systems 2022-09-15	코드 1
SIM-OFE	Accuracy 93.3%	SIM-OFE: Structure Information Mining and Object-aware Feature Enhancement for Fine-Grained Visual Categorization 2024-09-18	연결 없음
WS_DAN-SAC	Accuracy 93.1%	Fine-Grained Visual Classification using Self Assessment Classifier 2022-05-21	코드 1
SEB+EfficientNet-B5	Accuracy 93.0%	On the Eigenvalues of Global Covariance Pooling for Fine-grained Visual Recognition 2022-05-26	코드 1
TPSKG	Accuracy 92.5%	Transformer with Peak Suppression and Knowledge Guidance for Fine-grained Image Recognition 2021-07-14	연결 없음
RAMS-Trans	Accuracy 92.4%	RAMS-Trans: Recurrent Attention Multi-scale Transformer forFine-grained Image Recognition 2021-07-17	연결 없음
SFETrans	Accuracy 92.4	Structural feature enhanced transformer for fine-grained image recognition 2025-06-14	연결 없음
TransFG	Accuracy 92.3% (90.6%)	TransFG: A Transformer Architecture for Fine-grained Recognition 2021-03-14	코드 1 · 코드 2
IELT	Accuracy 91.8%	Fine-Grained Visual Classification via Internal Ensemble Learning Transformer 2023-02-13	코드 1
AFTrans	Accuracy 91.6%	A free lunch from ViT:Adaptive Attention Multi-scale Fusion Transformer for Fine-grained Visual Recognition 2021-10-04	연결 없음
FFVT	Accuracy 91.5%	Feature Fusion Vision Transformer for Fine-Grained Visual Categorization 2021-07-06	코드 1
FAL-ViT	Accuracy 91.1%	An Attention-Locating Algorithm for Eliminating Background Effects in Fine-grained Visual Classification 2025-01-28	코드 1
MP-FGVC	Accuracy 91.0%	Delving into Multimodal Prompting for Fine-grained Visual Classification 2023-09-16	연결 없음
API-Net	Accuracy 90.3%	Learning Attentive Pairwise Interaction for Fine-Grained Classification 2020-02-24	코드 1
ViT-B/16 (RPE w/ GAB)	Accuracy 90.185%	Understanding Gaussian Attention Bias of Vision Transformers Using Effective Receptive Fields 2023-05-08	코드 1
ImageNet + iNat on WS-DAN	Accuracy 90%	Domain Adaptive Transfer Learning on Visual Attention Aware Data Augmentation for Fine-grained Visual Categorization 2020-10-06	연결 없음
SEF	Accuracy 88.8%	Learning Semantically Enhanced Feature for Fine-Grained Image Classification 2020-06-24	코드 1 · 코드 2
DB	Accuracy 87.7%	Fine-grained Recognition: Accounting for Subtle Differences between Similar Classes 2019-12-14	연결 없음
ResNet-50	Accuracy 86.31%	PCNN: Probable-Class Nearest-Neighbor Explanations Improve Fine-Grained Image Classification Accuracy for AIs and Humans 2023-08-25	코드 1 · 코드 2
PC-DenseNet-161	Accuracy 83.75%	Pairwise Confusion for Fine-Grained Visual Classification 2017-05-22	코드 1
EfficientNet-B0 (BSConv-S)	Accuracy 61.2%	Rethinking Depthwise Separable Convolutions: How Intra-Kernel Correlations Lead to Improved MobileNets 2020-03-30	코드 1