CNN-CIFAR100
所属分类:人工智能/神经网络/深度学习
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上传日期:2024-03-15 18:02:00
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sh-1993
说明: 美国有线电视新闻网CIFAR100
(CNN CIFAR100)
文件列表:
cifar100-keras.ipynb
requirements.txt
# CNN - CIFAR-100
CNN image classifier on the [CIFAR-100](https://www.cs.toronto.edu/~kriz/cifar.html) dataset.
## Description
The CIFAR-100 dataset contains images of 100 unique classes. There are 600 images (500 training, 100 testing) of each class.
| Superclass | Classes
| ------------------------------ | -----------------------------------------------------
| aquatic mammals | beaver, dolphin, otter, seal, whale
| fish | aquarium fish, flatfish, ray, shark, trout
| flowers | orchids, poppies, roses, sunflowers, tulips
| food containers | bottles, bowls, cans, cups, plates
| fruit and vegetables | apples, mushrooms, oranges, pears, sweet peppers
| household electrical devices | clock, computer keyboard, lamp, telephone, television
| household furniture | bed, chair, couch, table, wardrobe
| insects | bee, beetle, butterfly, caterpillar, cockroach
| large carnivores | bear, leopard, lion, tiger, wolf
| large man-made outdoor things | bridge, castle, house, road, skyscraper
| large natural outdoor scenes | cloud, forest, mountain, plain, sea
| large omnivores and herbivores | camel, cattle, chimpanzee, elephant, kangaroo
| medium-sized mammals | fox, porcupine, possum, raccoon, skunk
| non-insect invertebrates | crab, lobster, snail, spider, worm
| people | baby, boy, girl, man, woman
| reptiles | crocodile, dinosaur, lizard, snake, turtle
| small mammals | hamster, mouse, rabbit, shrew, squirrel
| trees | maple, oak, palm, pine, willow
| vehicles 1 | bicycle, bus, motorcycle, pickup truck, train
| vehicles 2 | lawn-mower, rocket, streetcar, tank, tractor
## Getting Started
### Dependencies
* Python 3.5+
### Installation
1. Clone repository
```
git clone https://github.com/j584lee98/CNN-CIFAR100
cd CNN-CIFAR100/
```
2. Install libraries
```
pip install -r requirements.txt
```
### Execution
```
```
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