Papers with Code 아카이브

Image Classification

태스크의 하위 분류와 논문·코드·평가·기법·데이터셋을 탐색하세요.

전체 기법 전체 데이터셋

하위 태스크: 33
평가표: 177
보존된 평가 기록: 2,906

Image Classification is a fundamental task in vision recognition that aims to understand and categorize an image as a whole under a specific label. Unlike object detection, which involves classification and location of multiple objects within an image, image classification typically pertains to single-object images. When the classification becomes highly detailed or reaches instance-level, it is often referred to as image retrieval, which also involves finding similar images in a large database.

Source: Metamorphic Testing for Object Detection Systems

평가 결과

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

ImageNet

원본 태스크: Image Classification

평가 기록 1,057건

CIFAR-10

원본 태스크: Image Classification

평가 기록 265건

CIFAR-100

원본 태스크: Image Classification

평가 기록 211건

ImageNet

원본 태스크: Image Classification / Self-Supervised Image Classification

평가 기록 144건

STL-10

원본 태스크: Image Classification

평가 기록 117건

ObjectNet

원본 태스크: Image Classification

평가 기록 106건

Mini-Imagenet 5-way (1-shot)

원본 태스크: Image Classification / Few-Shot Image Classification

평가 기록 105건

Mini-Imagenet 5-way (5-shot)

원본 태스크: Image Classification / Few-Shot Image Classification

평가 기록 95건

Stanford Cars

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 83건

MNIST

원본 태스크: Image Classification

평가 기록 81건

ImageNet - 10% labeled data

원본 태스크: Image Classification / Semi-Supervised Image Classification

평가 기록 75건

ImageNet-LT

원본 태스크: Image Classification / Few-Shot Image Classification / Generalized Few-Shot Classification / Long-tail Learning

평가 기록 69건

CIFAR-100-LT (ρ=100)

원본 태스크: Image Classification / Few-Shot Image Classification / Generalized Few-Shot Classification / Long-tail Learning

평가 기록 66건

ImageNet - 1% labeled data

원본 태스크: Image Classification / Semi-Supervised Image Classification

평가 기록 65건

ImageNet (finetuned)

원본 태스크: Image Classification / Self-Supervised Image Classification

평가 기록 63건

SVHN

원본 태스크: Image Classification

평가 기록 62건

iNaturalist 2018

원본 태스크: Image Classification

평가 기록 60건

FGVC Aircraft

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 57건

ImageNet ReaL

원본 태스크: Image Classification

평가 기록 57건

Clothing1M

원본 태스크: Image Classification

평가 기록 51건

Flowers-102

원본 태스크: Image Classification

평가 기록 51건

Tiered ImageNet 5-way (5-shot)

원본 태스크: Image Classification / Few-Shot Image Classification

평가 기록 51건

CIFAR-10-LT (ρ=10)

원본 태스크: Image Classification / Few-Shot Image Classification / Generalized Few-Shot Classification / Long-tail Learning

평가 기록 50건

CIFAR-10, 4000 Labels

원본 태스크: Image Classification / Semi-Supervised Image Classification

평가 기록 49건

Tiered ImageNet 5-way (1-shot)

원본 태스크: Image Classification / Few-Shot Image Classification

평가 기록 49건

mini WebVision 1.0

원본 태스크: Image Classification

평가 기록 47건

iNaturalist 2018

원본 태스크: Image Classification / Few-Shot Image Classification / Generalized Few-Shot Classification / Long-tail Learning

평가 기록 43건

ImageNet-1K (with DeiT-S)

원본 태스크: Image Classification / Efficient ViTs

평가 기록 41건

CIFAR-FS 5-way (5-shot)

원본 태스크: Image Classification / Few-Shot Image Classification

평가 기록 39건

CUB-200-2011

원본 태스크: Image Classification / Fine-Grained Image Classification

평가 기록 39건

CIFAR-FS 5-way (1-shot)

원본 태스크: Image Classification / Few-Shot Image Classification

평가 기록 38건

CUB 200 5-way 1-shot

원본 태스크: Image Classification / Few-Shot Image Classification

평가 기록 36건

Fashion-MNIST

원본 태스크: Image Classification

평가 기록 34건

Indian Pines

원본 태스크: Image Classification / Hyperspectral Image Classification

평가 기록 34건

VTAB-1k

원본 태스크: Image Classification

평가 기록 34건

ImageNet V2

원본 태스크: Image Classification

평가 기록 33건

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