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[百鸟汇]-基于深度学习的鸟类分类识别web应用

image-20210105065018663

技术栈

前端:Bootstrap,Jquery 后端:Django 模型:VGG16 微信小程序:ColorUI+wepy

使用方式:

后端python程序中包含bird_predict.py文件

#载入tensorflow,keras环境依赖
import numpy as np
#Keras
from keras.applications.imagenet_utils import preprocess_input, decode_predictions
from keras.models import load_model
from keras.preprocessing import image
#载入权重文件
MODEL_PATH = 'birds.h5'
model = load_model(MODEL_PATH,compile=False)
model_predict(img_path, model)
#返回传入图片所属的分类

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工作示意图

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a web app for bird species recognition

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