Fruit Quality Datasets (FruQ-DB)

FruQ-DB is a dataset containing 11 varieties of fruits images. These images were created from YouTube fruit time-lapse videos (see link to the videos below). The FruQ-DB database consist of image frames from fruits such as banana, cucumber, grape, kaki, papaya, peach, pear, pepper, strawberry, tomatoes, and watermelon. A total number of 5647 preprocessed images with de-watermarked and resized (224x224). Three classes of fruit quality with number of image samples per class is summarized below: Fresh (2182 images) Mild (1364 images) Rotten (2101 images) Another datasets is uploaded FruQ-Multi is another folder containing each types of fruits and their classes. Links to the YouTube videos for the different fruit time elapse are: Avocado https://www.youtube.com/watch?v=FeQehUXZYPk Banana https://www.youtube.com/watch?v=OmcXo9XC6Uc Cucumber https://www.youtube.com/watch?v=UMnevucxOug Kaki (persimmon) https://www.youtube.com/watch?v=xE0Pw7jeOBo Papaya https://www.youtube.com/watch?v=M8scWymSp2Y Peach https://www.youtube.com/watch?v=g9pf19wk0-E&t=367s Pepper https://www.youtube.com/watch?v=H0Sd6Foaepk Strawberry https://www.youtube.com/watch?v=UMnevucxOug Tomato https://www.youtube.com/watch?v=6xEcoU1vAZk Watermelon https://www.youtube.com/watch?v=S12zZhdOckc

FruQ-DB数据集是一款涵盖11种水果图像的数据集。所有图像均提取自YouTube平台上的水果延时摄影视频（time-lapse videos），视频链接详见下文。该数据集包含以下水果的图像帧：香蕉、黄瓜、葡萄、柿子（Kaki）、番木瓜、桃、梨、辣椒、草莓、番茄及西瓜。总计包含5647张经过预处理的图像，均已去除水印并统一调整至224×224像素尺寸。数据集按果实品质划分为3个类别，各类别对应的图像样本量如下：新鲜（Fresh，2182张）、轻度变质（Mild，1364张）、腐烂（Rotten，2101张）。另有数据集FruQ-Multi已上传，该文件夹包含各类水果及其对应品质类别的图像。各类水果延时摄影视频的YouTube链接如下：
鳄梨：https://www.youtube.com/watch?v=FeQehUXZYPk
香蕉：https://www.youtube.com/watch?v=OmcXo9XC6Uc
黄瓜：https://www.youtube.com/watch?v=UMnevucxOug
柿子（Persimmon）：https://www.youtube.com/watch?v=xE0Pw7jeOBo
番木瓜：https://www.youtube.com/watch?v=M8scWymSp2Y
桃：https://www.youtube.com/watch?v=g9pf19wk0-E&t=367s
辣椒：https://www.youtube.com/watch?v=H0Sd6Foaepk
草莓：https://www.youtube.com/watch?v=UMnevucxOug
番茄：https://www.youtube.com/watch?v=6xEcoU1vAZk
西瓜：https://www.youtube.com/watch?v=S12zZhdOckc

搜集汇总

背景与挑战

背景概述

FruQ-DB是一个包含11种水果图像的数据集，总计5647张预处理图像（去水印并调整为224x224像素），用于水果质量分类。图像分为三个类别：新鲜、轻度变质和腐烂，适用于机器学习模型训练，特别是生成对抗网络和食品安全相关研究。数据集源自YouTube延时视频，并附带FruQ-Multi子集，提供每种水果的详细分类。