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Fine-Grained Image Classification

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하위 태스크
1
평가표
35
보존된 평가 기록
374

Fine-Grained Image Classification is a task in computer vision where the goal is to classify images into subcategories within a larger category. For example, classifying different species of birds or different types of flowers. This task is considered to be fine-grained because it requires the model to distinguish between subtle differences in visual appearance and patterns, making it more challenging than regular image classification tasks.

<span style="color:grey; opacity: 0.6">( Image credit: Looking for the Devil in the Details )</span>

평가 결과

데이터셋과 평가 조건을 선택해 성능·논문·코드를 비교하세요. 보존된 Papers with Code 기록으로, 최신 순위는 아닙니다.

Stanford Cars

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 83건

FGVC Aircraft

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 57건

CUB-200-2011

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 39건

NABirds

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 30건

Oxford 102 Flowers

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 25건

Stanford Dogs

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 24건

Oxford-IIIT Pets

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 19건

Caltech-101

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 18건

Food-101

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 15건

Oxford-IIIT Pet Dataset

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 15건

CompCars

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 7건

Bird-225

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 5건

Birdsnap

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 5건

SUN397

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 5건

10 Monkey Species

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 4건

Fruits-360

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 3건

FoodX-251

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 2건

Bottles

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 1건

BoxCars116K

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 1건

CarFlag-1532

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 1건

CarFlag-563

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 1건

Con-Text

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 1건

DIB-10K

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 1건

EMNIST-Digits

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 1건

EMNIST-Letters

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 1건

FGVC-Aircraft

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 1건

Herbarium 2022

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 1건

Human Righst Archive (HRA)

원본 태스크: Image Classification / Fine-Grained Image Classification / Displaced People Recognition

평가 기록 1건

Imbalanced CUB-200-2011

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 1건

iNaturalist

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 1건

Kuzushiji-MNIST

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 1건

MNIST

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 1건

QMNIST

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 1건

SOP

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 1건

STL-10

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 1건

출처: Papers with Code · CC BY-SA 4.0. 아카이브 자료와 새로 수집한 논문은 별도로 관리합니다.