Papers with Code · CC BY-SA 4.0

FGVC Aircraft

아카이브 평가 57건 · 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
I2-HOFI	Accuracy 96.42%	Interweaving Insights: High-Order Feature Interaction for Fine-Grained Visual Recognition 2024-10-20	코드 1
SR-GNN	Accuracy 95.4 FLOPS 9.8 PARAMS 30.9	SR-GNN: Spatial Relation-aware Graph Neural Network for Fine-Grained Image Categorization 2022-09-05	코드 1
Inceptionv4	Accuracy 95.11	Non-binary deep transfer learning for image classification 2021-07-19	코드 1
CAP	Accuracy 94.9% PARAMS 34.2	Context-aware Attentional Pooling (CAP) for Fine-grained Visual Classification 2021-01-17	코드 1
TBMSL-Net	Accuracy 94.7%	Multi-branch and Multi-scale Attention Learning for Fine-Grained Visual Categorization 2020-03-20	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6
CMAL-Net	Accuracy 94.7%	Learn from Each Other to Classify Better: Cross-layer Mutual Attention Learning for Fine-grained Visual Classification 2023-03-22	코드 1 · 코드 2
CSQA-Net	Accuracy 94.7%	Context-Semantic Quality Awareness Network for Fine-Grained Visual Categorization 2024-03-15	연결 없음
PART	Accuracy 94.6%	Part-guided Relational Transformers for Fine-grained Visual Recognition 2022-12-28	코드 1
AENet	Accuracy 94.5%	Alignment Enhancement Network for Fine-grained Visual Categorization 2021-03-01	연결 없음
SaSPA + CAL	Accuracy 94.5	Advancing Fine-Grained Classification by Structure and Subject Preserving Augmentation 2024-06-20	코드 1
CAL	Accuracy 94.2	Counterfactual Attention Learning for Fine-Grained Visual Categorization and Re-identification 2021-08-19	코드 1
CGL	Accuracy 94.2%	Universal Fine-grained Visual Categorization by Concept Guided Learning 2025-01-06	코드 1
AttNet & AffNet	Accuracy 94.1%	Fine-Grained Visual Classification with Efficient End-to-end Localization 2020-05-11	연결 없음
CCFR	Accuracy 94.1%	Re-rank Coarse Classification with Local Region Enhanced Features for Fine-Grained Image Recognition 2021-02-19	연결 없음
DenseNet161+MM+FRL	Accuracy 94.0 %	Learning Class Unique Features in Fine-Grained Visual Classification 2020-11-22	연결 없음
API-Net	Accuracy 93.9%	Learning Attentive Pairwise Interaction for Fine-Grained Classification 2020-02-24	코드 1
DF-GMM	Accuracy 93.8%	Weakly Supervised Fine-Grained Image Classification via Guassian Mixture Model Oriented Discriminative Learning 2020-06-01	연결 없음
CMN	Accuracy 93.8%	연결 없음 논문 날짜 미기재	연결 없음
Multi Granularity	Accuracy 93.6%	Your "Flamingo" is My "Bird": Fine-Grained, or Not 2020-11-18	코드 1
DB	Accuracy 93.5%	Fine-grained Recognition: Accounting for Subtle Differences between Similar Classes 2019-12-14	연결 없음
BCN	Accuracy 93.5%	Fine-Grained Visual Classification with Batch Confusion Norm 2019-10-28	연결 없음
ELoPE	Accuracy 93.5%	ELoPE: Fine-Grained Visual Classification with Efficient Localization, Pooling and Embedding 2019-11-17	코드 1
SEB+EfficientNet-B5	Accuracy 93.5	On the Eigenvalues of Global Covariance Pooling for Fine-grained Visual Recognition 2022-05-26	코드 1
Grad-CAM	Accuracy 93.42%	Grad-CAM guided channel-spatial attention module for fine-grained visual classification 2021-01-24	연결 없음
PMG	Accuracy 93.4%	Fine-Grained Visual Classification via Progressive Multi-Granularity Training of Jigsaw Patches 2020-03-08	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
CIN	Accuracy 93.3%	Channel Interaction Networks for Fine-Grained Image Categorization 2020-03-11	연결 없음
DCAL	Accuracy 93.3%	Dual Cross-Attention Learning for Fine-Grained Visual Categorization and Object Re-Identification 2022-05-04	연결 없음
GCL	Accuracy 93.2%	Graph-propagation based Correlation Learning for Weakly Supervised Fine-grained Image Classification 2020-02-14	연결 없음
Mix+	Accuracy 93.1%	Attribute Mix: Semantic Data Augmentation for Fine Grained Recognition 2020-04-06	코드 1
ViT-SAC	Accuracy 93.1%	Fine-Grained Visual Classification using Self Assessment Classifier 2022-05-21	코드 1