Papers with Code · CC BY-SA 4.0

NABirds

아카이브 평가 30건 · 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
MetaFormer (MetaFormer-2,384)	Accuracy 93.0%	MetaFormer: A Unified Meta Framework for Fine-Grained Recognition 2022-03-05	코드 1 · 코드 2
HERBS	Accuracy 93.0%	Fine-grained Visual Classification with High-temperature Refinement and Background Suppression 2023-03-11	코드 1
PIM	Accuracy 92.8%	A Novel Plug-in Module for Fine-Grained Visual Classification 2022-02-08	코드 1
MPSA	Accuracy 92.5%	Multi-Granularity Part Sampling Attention for Fine-Grained Visual Classification 2024-08-16	코드 1
ViT-NeT (SwinV2-B)	Accuracy 92.5%	ViT-NeT: Interpretable Vision Transformers with Neural Tree Decoder 2022-07-17	코드 1
CSQA-Net	Accuracy 92.3%	Context-Semantic Quality Awareness Network for Fine-Grained Visual Categorization 2024-03-15	연결 없음
I2-HOFI	Accuracy 92.12%	Interweaving Insights: High-Order Feature Interaction for Fine-Grained Visual Recognition 2024-10-20	코드 1
MDCM	Accuracy 92.0%	Multi-scale Activation, Refinement, and Aggregation: Exploring Diverse Cues for Fine-Grained Bird Recognition 2025-04-12	연결 없음
CGL	Accuracy 91.7%	Universal Fine-grained Visual Categorization by Concept Guided Learning 2025-01-06	코드 1
SR-GNN	Accuracy 91.2%	SR-GNN: Spatial Relation-aware Graph Neural Network for Fine-Grained Image Categorization 2022-09-05	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
SFETrans	Accuracy 91.1	Structural feature enhanced transformer for fine-grained image recognition 2025-06-14	연결 없음
CAP	Accuracy 91.0%	Context-aware Attentional Pooling (CAP) for Fine-grained Visual Classification 2021-01-17	코드 1
MP-FGVC	Accuracy 91.0%	Delving into Multimodal Prompting for Fine-grained Visual Classification 2023-09-16	연결 없음
TransIFC	Accuracy 90.9%	TransIFC: Invariant Cues-aware Feature Concentration Learning for Efficient Fine-grained Bird Image Classification 2022-12-31	연결 없음
TransFG	Accuracy 90.8%	TransFG: A Transformer Architecture for Fine-grained Recognition 2021-03-14	코드 1 · 코드 2
IELT	Accuracy 90.8%	Fine-Grained Visual Classification via Internal Ensemble Learning Transformer 2023-02-13	코드 1
FVE	Accuracy 90.3%	End-to-end Learning of a Fisher Vector Encoding for Part Features in Fine-grained Recognition 2020-07-04	코드 1
TPSKG	Accuracy 90.1%	Transformer with Peak Suppression and Knowledge Guidance for Fine-grained Image Recognition 2021-07-14	연결 없음
FixSENet-154	Accuracy 89.2%	Fixing the train-test resolution discrepancy 2019-06-14	코드 1 · 코드 2 · 코드 3
MGE-CNN	Accuracy 88.6%	Learning a Mixture of Granularity-Specific Experts for Fine-Grained Categorization 2019-10-01	코드 1
CS-Parts	Accuracy 88.5%	Classification-Specific Parts for Improving Fine-Grained Visual Categorization 2019-09-16	코드 1 · 코드 2
CS-Part	Accuracy 88.5%	Classification-Specific Parts for Improving Fine-Grained Visual Categorization 2019-09-16	코드 1 · 코드 2
API-Net	Accuracy 88.1%	Learning Attentive Pairwise Interaction for Fine-Grained Classification 2020-02-24	코드 1
PAIRS	Accuracy 87.9%	Aligned to the Object, not to the Image: A Unified Pose-aligned Representation for Fine-grained Recognition 2018-01-27	연결 없음
Cross-X	Accuracy 86.4%	Cross-X Learning for Fine-Grained Visual Categorization 2019-09-10	연결 없음
MaxEnt-CNN	Accuracy 83.0%	Maximum-Entropy Fine Grained Classification 2018-12-01	연결 없음
PC-DenseNet-161	Accuracy 82.79%	Pairwise Confusion for Fine-Grained Visual Classification 2017-05-22	코드 1
BYOL+CVSA (ResNet-50)	Accuracy 79.64%	Exploring Localization for Self-supervised Fine-grained Contrastive Learning 2021-06-30	코드 1
Bilinear-CNN	Accuracy 79.4%	Bilinear CNNs for Fine-grained Visual Recognition 2015-04-29	코드 1 · 코드 2 · 코드 3 · 코드 4