FGVC_Aircraft

displayName: FGVC Aircraft
labelTypes:
- Box2D
- Classification
license:
- FGVC Aircraft Custom
mediaTypes:
- Image
paperUrl: ""
publishDate: "2013"
publishUrl: https://www.robots.ox.ac.uk/~vgg/data/fgvc-aircraft/
publisher:
- University of Oxford
- École Centrale Paris
- TTI, Inc.
- University of Oulu
tags:
- Aircraft
taskTypes:
- Image Classification
- Object Detection

---
# 数据集介绍
## 简介
FGVC（细粒度视觉分类）是用于飞机视觉分类的基准数据集。该数据集包含 10,200 张飞机图像，每个飞机型号有 100 张图像。每个图像中的飞机都用紧密的边界框和分层飞机模型标签进行注释。
## 类定义
```
manufacturers:
[
ATR,
Airbus,
Antonov,
Beechcraft,
Boeing,
Bombardier Aerospace,
British Aerospace,
Canadair,
Cessna,
Cirrus Aircraft,
Dassault Aviation,
Dornier,
Douglas Aircraft Company,
Embraer,
Eurofighter,
Fairchild,
Fokker,
Gulfstream Aerospace,
Ilyushin,
Lockheed Corporation,
Lockheed Martin,
McDonnell Douglas,
Panavia,
Piper,
Robin,
Saab,
Supermarine,
Tupolev,
Yakovlev,
de Havilland
]
families:
[
A300,
A310,
A320,
A330,
A340,
A380,
ATR-42,
ATR-72,
An-12,
BAE 146,
BAE-125,
Beechcraft 1900,
Boeing 707,
Boeing 717,
Boeing 727,
Boeing 737,
Boeing 747,
Boeing 757,
Boeing 767,
Boeing 777,
C-130,
C-47,
CRJ-200,
CRJ-700,
Cessna 172,
Cessna 208,
Cessna Citation,
Challenger 600,
DC-10,
DC-3,
DC-6,
DC-8,
DC-9,
DH-82,
DHC-1,
DHC-6,
DR-400,
Dash 8,
Dornier 328,
EMB-120,
Embraer E-Jet,
Embraer ERJ 145,
Embraer Legacy 600,
Eurofighter Typhoon,
F-16,
F/A-18,
Falcon 2000,
Falcon 900,
Fokker 100,
Fokker 50,
Fokker 70,
Global Express,
Gulfstream,
Hawk T1,
Il-76,
King Air,
L-1011,
MD-11,
MD-80,
MD-90,
Metroliner,
PA-28,
SR-20,
Saab 2000,
Saab 340,
Spitfire,
Tornado,
Tu-134,
Tu-154,
Yak-42
]
variants:
[
707-320,
727-200,
737-200,
737-300,
737-400,
737-500,
737-600,
737-700,
737-800,
737-900,
747-100,
747-200,
747-300,
747-400,
757-200,
757-300,
767-200,
767-300,
767-400,
777-200,
777-300,
A300B4,
A310,
A318,
A319,
A320,
A321,
A330-200,
A330-300,
A340-200,
A340-300,
A340-500,
A340-600,
A380,
ATR-42,
ATR-72,
An-12,
BAE 146-200,
BAE 146-300,
BAE-125,
Beechcraft 1900,
Boeing 717,
C-130,
C-47,
CRJ-200,
CRJ-700,
CRJ-900,
Cessna 172,
Cessna 208,
Cessna 525,
Cessna 560,
Challenger 600,
DC-10,
DC-3,
DC-6,
DC-8,
DC-9-30,
DH-82,
DHC-1,
DHC-6,
DHC-8-100,
DHC-8-300,
DR-400,
Dornier 328,
E-170,
E-190,
E-195,
EMB-120,
ERJ 135,
ERJ 145,
Embraer Legacy 600,
Eurofighter Typhoon,
F-16A/B,
F/A-18,
Falcon 2000,
Falcon 900,
Fokker 100,
Fokker 50,
Fokker 70,
Global Express,
Gulfstream IV,
Gulfstream V,
Hawk T1,
Il-76,
L-1011,
MD-11,
MD-80,
MD-87,
MD-90,
Metroliner,
Model B200,
PA-28,
SR-20,
Saab 2000,
Saab 340,
Spitfire,
Tornado,
Tu-134,
Tu-154,
Yak-42
]
```
## 引文
```
@article{maji2013fine,
title={Fine-grained visual classification of aircraft},
author={Maji, Subhransu and Rahtu, Esa and Kannala, Juho and Blaschko, Matthew and Vedaldi, Andrea},
journal={arXiv preprint arXiv:1306.5151},
year={2013}
}
```

## Download dataset
:modelscope-code[]{type="git"}

displayName: FGVC飞机（FGVC Aircraft）
labelTypes:
- 二维边界框（Box2D）
- 分类（Classification）
license:
- FGVC飞机自定义许可（FGVC Aircraft Custom）
mediaTypes:
- 图像（Image）
paperUrl: ""
publishDate: "2013"
publishUrl: https://www.robots.ox.ac.uk/~vgg/data/fgvc-aircraft/
publisher:
- 牛津大学（University of Oxford）
- 巴黎中央理工学院（École Centrale Paris）
- TTI公司（TTI, Inc.）
- 奥卢大学（University of Oulu）
tags:
- 航空器（Aircraft）
taskTypes:
- 图像分类（Image Classification）
- 目标检测（Object Detection）

---
# 数据集介绍
## 简介
细粒度视觉分类（Fine-Grained Visual Classification，FGVC）是用于航空器视觉分类的基准数据集。该数据集共包含10200张航空器图像，每类航空器型号对应100张图像。图像中的所有航空器均配有精准贴合的二维边界框标注，以及分层式航空器型号标签注释。
## 类定义

manufacturers:
[
ATR,
Airbus,
Antonov,
Beechcraft,
Boeing,
Bombardier Aerospace,
British Aerospace,
Canadair,
Cessna,
Cirrus Aircraft,
Dassault Aviation,
Dornier,
Douglas Aircraft Company,
Embraer,
Eurofighter,
Fairchild,
Fokker,
Gulfstream Aerospace,
Ilyushin,
Lockheed Corporation,
Lockheed Martin,
McDonnell Douglas,
Panavia,
Piper,
Robin,
Saab,
Supermarine,
Tupolev,
Yakovlev,
de Havilland
]
families:
[
A300,
A310,
A320,
A330,
A340,
A380,
ATR-42,
ATR-72,
An-12,
BAE 146,
BAE-125,
Beechcraft 1900,
Boeing 707,
Boeing 717,
Boeing 727,
Boeing 737,
Boeing 747,
Boeing 757,
Boeing 767,
Boeing 777,
C-130,
C-47,
CRJ-200,
CRJ-700,
Cessna 172,
Cessna 208,
Cessna Citation,
Challenger 600,
DC-10,
DC-3,
DC-6,
DC-8,
DC-9,
DH-82,
DHC-1,
DHC-6,
DR-400,
Dash 8,
Dornier 328,
EMB-120,
Embraer E-Jet,
Embraer ERJ 145,
Embraer Legacy 600,
Eurofighter Typhoon,
F-16,
F/A-18,
Falcon 2000,
Falcon 900,
Fokker 100,
Fokker 50,
Fokker 70,
Global Express,
Gulfstream,
Hawk T1,
Il-76,
King Air,
L-1011,
MD-11,
MD-80,
MD-90,
Metroliner,
PA-28,
SR-20,
Saab 2000,
Saab 340,
Spitfire,
Tornado,
Tu-134,
Tu-154,
Yak-42
]
variants:
[
707-320,
727-200,
737-200,
737-300,
737-400,
737-500,
737-600,
737-700,
737-800,
737-900,
747-100,
747-200,
747-300,
747-400,
757-200,
757-300,
767-200,
767-300,
767-400,
777-200,
777-300,
A300B4,
A310,
A318,
A319,
A320,
A321,
A330-200,
A330-300,
A340-200,
A340-300,
A340-500,
A340-600,
A380,
ATR-42,
ATR-72,
An-12,
BAE 146-200,
BAE 146-300,
BAE-125,
Beechcraft 1900,
Boeing 717,
C-130,
C-47,
CRJ-200,
CRJ-700,
CRJ-900,
Cessna 172,
Cessna 208,
Cessna 525,
Cessna 560,
Challenger 600,
DC-10,
DC-3,
DC-6,
DC-8,
DC-9-30,
DH-82,
DHC-1,
DHC-6,
DHC-8-100,
DHC-8-300,
DR-400,
Dornier 328,
E-170,
E-190,
E-195,
EMB-120,
ERJ 135,
ERJ 145,
Embraer Legacy 600,
Eurofighter Typhoon,
F-16A/B,
F/A-18,
Falcon 2000,
Falcon 900,
Fokker 100,
Fokker 50,
Fokker 70,
Global Express,
Gulfstream IV,
Gulfstream V,
Hawk T1,
Il-76,
L-1011,
MD-11,
MD-80,
MD-87,
MD-90,
Metroliner,
Model B200,
PA-28,
SR-20,
Saab 2000,
Saab 340,
Spitfire,
Tornado,
Tu-134,
Tu-154,
Yak-42
]

## 引文

@article{maji2013fine,
title={Fine-grained visual classification of aircraft},
author={Maji, Subhransu and Rahtu, Esa and Kannala, Juho and Blaschko, Matthew and Vedaldi, Andrea},
journal={arXiv preprint arXiv:1306.5151},
year={2013}
}

## 数据集下载
:modelscope-code[]{type="git"}

搜集汇总

背景与挑战

背景概述

FGVC_Aircraft是一个包含10,200张飞机图像的细粒度视觉分类数据集，每张图像都标注了精确的边界框和分层次的飞机型号标签（包括制造商、系列和变体三个层次）。该数据集主要用于飞机模型的细粒度识别研究，涵盖了30个制造商和100个飞机型号的多样本数据。