diff --git a/LPRNet.onnx b/LPRNet.onnx new file mode 100644 index 0000000000000000000000000000000000000000..98ba98f84f9203e1ba25d96168f59673da937058 Binary files /dev/null and b/LPRNet.onnx differ diff --git a/LPRNet_ORT_infer.py b/LPRNet_ORT_infer.py index 77d0ef3a40255b2c7e725961a0d00936566ab1dd..10f5235eb3c6e95466bd65b037a6ce826fecdd65 100644 --- a/LPRNet_ORT_infer.py +++ b/LPRNet_ORT_infer.py @@ -1,6 +1,9 @@ import onnxruntime as ort import cv2 import numpy as np +import argparse +import os +import time print('Runing Based On:', ort.get_device()) @@ -40,24 +43,39 @@ def LPRNetPostprocess(infer_res): result = ''.join(list(map(lambda x: CHARS[x], no_repeat_blank_label))) return result -def LPRNetInference(model, imgs): - img = LPRNetPreprocess(imgs) - - if ort.get_device() == "GPU": - # sess = ort.InferenceSession(model, providers=['CUDAExecutionProvider'],) #GPU版本 - sess = ort.InferenceSession(model, providers=['ROCMExecutionProvider'],) #DCU版本 +def LPRNetInference(args): + if ort.get_device() == "GPU-MIGRAPHX": + sess = ort.InferenceSession(args.model, providers=['ROCMExecutionProvider'],) #DCU版本 else: - sess = ort.InferenceSession(model, providers=['CPUExecutionProvider']) # CPU版本 - print(sess.get_providers()) - intput = sess.get_inputs()[0].shape - preb = sess.run(None, input_feed={sess.get_inputs()[0].name: img})[0] + sess = ort.InferenceSession(args.model, providers=['CPUExecutionProvider']) # CPU版本 - result = LPRNetPostprocess(preb) - return result + if os.path.isdir(args.imgpath): + images = os.listdir(args.imgpath) + count = 0 + time1 = time.perf_counter() + for image in images: + img = LPRNetPreprocess(os.path.join(args.imgpath, image)) + intput = sess.get_inputs()[0].shape + preb = sess.run(None, input_feed={sess.get_inputs()[0].name: img})[0] + result = LPRNetPostprocess(preb) + if result == image[:-4]: + count += 1 + print('Inference Result:', result) + time2 = time.perf_counter() + print('accuracy rate:', count / len(images)) + print('average time', (time2 - time1)/count*1000) + else: + img = LPRNetPreprocess(args.imgpath) + intput = sess.get_inputs()[0].shape + preb = sess.run(None, input_feed={sess.get_inputs()[0].name: img})[0] + result = LPRNetPostprocess(preb) + print('Inference Result:', result) if __name__ == '__main__': - model_name = 'model/LPRNet.onnx' - # model_name = 'LPRNet.onnx' - image = 'imgs/川JK0707.jpg' - InferRes = LPRNetInference(model_name, image) - print(image, 'Inference Result:', InferRes) + parser = argparse.ArgumentParser(description='parameters to vaildate net') + parser.add_argument('--model', default='model/LPRNet.onnx', help='model path to vaildate') + parser.add_argument('--imgpath', default='imgs', help='the image path') + args = parser.parse_args() + + LPRNetInference(args) + diff --git a/LPRNet_migraphx_infer.py b/LPRNet_migraphx_infer.py index f3b88c11399bf4c756fe433baa859f95bbb0314d..6e71697568cde5c751d88911d8b061cf0ca789eb 100644 --- a/LPRNet_migraphx_infer.py +++ b/LPRNet_migraphx_infer.py @@ -5,6 +5,9 @@ MIGraphX示例程序 import cv2 import numpy as np import migraphx +import argparse +import os +import time CHARS = ['京', '沪', '津', '渝', '冀', '晋', '蒙', '辽', '吉', '黑', '苏', '浙', '皖', '闽', '赣', '鲁', '豫', '鄂', '湘', '粤', @@ -42,30 +45,47 @@ def LPRNetPostprocess(infer_res): result = ''.join(list(map(lambda x: CHARS[x], no_repeat_blank_label))) return result -def LPRNetInference(model_name, imgs): - img = LPRNetPreprocess(imgs) - +def LPRNetInference(args): # 加载模型 - if model_name[-3:] == 'mxr': - model = migraphx.load(model_name) + if args.model[-3:] == 'mxr': + model = migraphx.load(args.model) else: - model = migraphx.parse_onnx(model_name) - # migraphx.quantize_fp16(model) + print('convert onnx to mxr...') + model = migraphx.parse_onnx(args.model) model.compile(t=migraphx.get_target("gpu"),device_id=0) # device_id: 设置GPU设备,默认为0号设备(>=1.2版本中支持) - # migraphx.save(model, 'LPRNet.mxr') + migraphx.save(model, args.savepath) - inputName=model.get_parameter_names()[0] - inputShape=model.get_parameter_shapes()[inputName].lens() - print("inputName:{0} \ninputShape:{1}".format(inputName,inputShape)) - - results = model.run({inputName: migraphx.argument(img)}) - - result = LPRNetPostprocess(np.array(results[0])) - return result + if os.path.isdir(args.imgpath): + images = os.listdir(args.imgpath) + count = 0 + time1 = time.perf_counter() + for image in images: + img = LPRNetPreprocess(os.path.join(args.imgpath, image)) + inputName = model.get_parameter_names()[0] + inputShape = model.get_parameter_shapes()[inputName].lens() + # print("inputName:{0} \ninputShape:{1}".format(inputName,inputShape)) + results = model.run({inputName: migraphx.argument(img)}) + result = LPRNetPostprocess(np.array(results[0])) + if result == image[:-4]: + count += 1 + print('Inference Result:', result) + time2 = time.perf_counter() + print('accuracy rate:', count / len(images)) + print('average time', (time2 - time1)/count*1000) + else: + img = LPRNetPreprocess(args.imgpath) + inputName=model.get_parameter_names()[0] + inputShape=model.get_parameter_shapes()[inputName].lens() + # print("inputName:{0} \ninputShape:{1}".format(inputName,inputShape)) + results = model.run({inputName: migraphx.argument(img)}) + result = LPRNetPostprocess(np.array(results[0])) + print('Inference Result:', result) if __name__ == '__main__': - # model_name = 'LPRNet.onnx' - model_name = 'model/LPRNet.mxr' - image = 'imgs/川JK0707.jpg' - InferRes = LPRNetInference(model_name, image) - print(image, 'Inference Result:', InferRes) + parser = argparse.ArgumentParser(description='parameters to vaildate net') + parser.add_argument('--model', default='model/LPRNet.onnx', help='model path to inference') + parser.add_argument('--imgpath', default='imgs', help='the image path') + parser.add_argument('--savepath', default='model/LPRNet.mxr', help='mxr model save path and name') + args = parser.parse_args() + + LPRNetInference(args) diff --git a/README.md b/README.md index 24019095af72b446ec887c8aa1a1bd3329b356bf..605e960204551d4cecd9c72994b6ad65e1b7c5db 100644 --- a/README.md +++ b/README.md @@ -1,10 +1,89 @@ -# license-plate-detect-recoginition-pytorch -深度学习车牌检测与识别,检测结果包含车牌矩形框和4个角点,基于pytorch框架运行, -主程序是detect_rec_img.py,运行程序前需要确保您的机器安装了pytorch + +# License-Plate-Recoginition(LPR) +## 模型介绍 +LPR是一个基于深度学习技术的车牌识别模型,主要识别目标是自然场景的车牌图像。 +## 模型结构 +模型采用LPRNet,模型结构主要包含三部分:一个轻量级CNN主干网络、基于预定位置的字符分类头部、基于贪婪算法的序列解码。此外模型使用CTC Loss和RMSprop优化器。参考论文[LPRNet: License Plate Recognition via Deep Neural Networks](https://arxiv.org/pdf/1806.10447v1.pdf)。 +## 数据集 +推荐使用一个车牌数据集[CCPD](https://github.com/detectRecog/CCPD "CCPD官网GitHub"),该数据集由中科大收集,可用于车牌的检测与识别。 -车牌识别模块,可以更换成crnn网络做识别,也可以更换到传统图像处理方法分割字符后逐个字符识别, -在这个车牌检测和识别系统里,我觉得最重要的是前面的车牌检测与矫正模块,因为如果前面没做好, -那么后面输入到车牌识别模块里的图片是一个倾斜的车牌,这时候输出结果就出错了。 +我们提供了一个脚本cut_ccpd.py用于剪裁出CCPD数据集中的车牌位置,以便用于LPR模型的训练,在cut_ccpd.py中修改img_path和save_path即可,分别是CCPD数据集中ccpd_base文件夹的路径和剪裁出的图像保存路径。LPR用于训练的数据文件名就是图像的标签。**数据集使用固定的大小94x24。** 使用方法: -对于车牌检测,也可以使用图像分割的思想,例如使用UNet语义分割网络,分割出车牌, -二值化然后查找连通域,计算4个顶点 + python cut_ccpd.py \ + --ccpdpath CCPD数据集下ccpd_base文件夹路径 \ + --savepath 保存切割图像的路径 +## 训练及推理 +### 环境配置 +在[光源](https://www.sourcefind.cn/#/service-details)可拉取训练以及推理的docker镜像,在[光合开发者社区](https://cancon.hpccube.com:65024/4/main/)可下载Migraphx和ONNXruntime安装包。LPR推荐的镜像如下: +* 训练镜像:docker pull image.sourcefind.cn:5000/dcu/admin/base/vscode-pytorch:1.10.0-centos7.6-dtk-22.10-py37-patch4 +* 推理镜像:docker pull image.sourcefind.cn:5000/dcu/admin/base/custom:migraphx2.5.0_centos7.6-dtk-22.10.1 +### 训练与Fine-tunning +LPR模型的训练程序是train.py,初次训练模型使用以下命令: + + python train.py \ + --train_img_dirs 训练集文件夹路径 \ + --test_img_dirs 验证集文件夹路径 + +Fine-tunning使用以下命令: + + python train.py \ + --train_img_dirs 训练集文件夹路径 \ + --test_img_dirs 验证集文件夹路径 \ + --pretrained_model 预训练模型路径 \ + --resume_epoch Fine-tuning训练的起始epoch \ + --max_epoch 训练的最大epoch + +Fine-tuning时只训练从起始epoch到最大epoch。 +### 预训练模型 +在model文件夹下我们提供了一个预训练模型以及对应的onnx模型和mxr模型,以下是相关子目录的介绍: + + LPR + ├── imgs #测试图像 + ├── model + │   ├── lprnet.pth #基于pytorch框架训练出的LPR预训练模型 + │   ├── LPRNet.onnx #由lprnet.pth转换的onnx模型 + └── └── LPRNet.mxr #用migraphx编译LPRNet.onnx得到的离线推理模型 +### 测试 +LPR模型用test.py对训练出的模型进行测试,使用方法如下: + + python test.py \ + --model 需要测试的pth模型路径 \ + --imgpath 测试集路径(文件夹或图像皆可) \ + --export_onnx True/False(该参数用于选择是否需要将pth模型转为onnx模型) \ + --dynamic True/False(该参数用于选择onnx模型是否使用动态的batch size) + +### 推理 +我们分别提供了基于ONNXruntime(ORT)和Migraphx的推理脚本,版本依赖: +* ONNXRuntime(DCU版本) >= 1.14.0 +* Migraphx(DCU版本) >= 2.5.0 +#### ORT +LPRNet_ORT_infer.py是基于ORT的的推理脚本,使用方法: + + python LPRNet_ORT_infer.py \ + --model onnx模型路径 \ + --imgpath 数据路径(文件夹或图像皆可) +#### Migraphx +LPRNet_migraphx_infer.py是基于Migraphx的推理脚本,使用需安装好Migraphx,支持onnx模型和mxr模型推理,mxr模型是migraphx将onnx模型保存成的离线推理引擎,初次使用onnx模型会保存对应的mxr模型。使用方法: + + python LPRNet_migraphx_infer.py \ + --model mxr/onnx模型路径 \ + --imgpath 数据路径(文件夹或图像皆可) \ + --savepath mxr模型的保存路径以及模型名称 + +## 性能和准确率数据 +测试数据使用的是[LPRNet_Pytorch](https://github.com/sirius-ai/LPRNet_Pytorch/tree/master/data/test),使用的加速卡是DCU Z100。**mxr格式的模型是migraphx创建的onnx模型的离线引擎。** + +| Engine | Model Path| Model Format | Accuracy(%) | Speed(ms) | +| :------: | :------: | :------: | :------: |:------: | +| ONNXRuntime | model/LPRNet.onnx | onnx | 91.0 | 2.59 | +| Migraphx | model/LPRNet.onnx |onnx | 91.0 | 2.66 | +| Migraphx | model/LPRNet.mxr |mxr | 91.0 | 2.49 | +## 参考 +* [LPRNet_Pytorch](https://github.com/sirius-ai/LPRNet_Pytorch) +* [license-plate-detect-recoginition](https://github.com/qzpzd/license-plate-detect-recoginition) diff --git a/__pycache__/load_data.cpython-37.pyc b/__pycache__/load_data.cpython-37.pyc index 28feb14a4c658d617539e4b6815ba01ebd0ed6a7..1e8c42871786e4dd8cf1240ecc562f77b34c2817 100644 Binary files a/__pycache__/load_data.cpython-37.pyc and b/__pycache__/load_data.cpython-37.pyc differ diff --git a/__pycache__/lprnet.cpython-37.pyc b/__pycache__/lprnet.cpython-37.pyc index 9b92c10eaf0ab1a1231865af85476e1106e7276e..9d44539cec8bb3f9873b397b79888796b323c389 100644 Binary files a/__pycache__/lprnet.cpython-37.pyc and b/__pycache__/lprnet.cpython-37.pyc differ diff --git a/cut_ccpd.py b/cut_ccpd.py new file mode 100644 index 0000000000000000000000000000000000000000..6ca016fcfca9997185b4f1c84a49ae0d9a57a933 --- /dev/null +++ b/cut_ccpd.py @@ -0,0 +1,61 @@ +''' +Author: liuhy +email: liuhy6@sugon.com +Date: 2023-03-03 10:17:07 +LastEditTime: 2023-03-03 11:28:33 +FilePath: \lpr\cut_ccpd.py +''' +# -*- coding: utf-8 -*- +# @Author: liuhy +# @Email: 17603873430@163.com +# @Date: 2023-02-28 15:14:13 +# @Last Modified time: 2023-03-01 17:52:20 +# coding:utf-8 +import os +import cv2 +import time +import argparse + +provinces = ['皖', '沪', '津', '渝', '冀', '晋', '蒙', '辽', '吉', '黑', '苏', '浙', '京', '闽', '赣', '鲁', '豫', '鄂', '湘', '粤', '桂', '琼', '川', '贵', '云', '藏', '陕', '甘', '青', '宁', '新', '警', '学', 'O'] +alphabets = ['A', 'B', 'C', 'D', 'E', 'F', 'G', 'H', 'J', 'K', 'L', 'M', 'N', 'P', 'Q', 'R', 'S', 'T', 'U', 'V', 'W','X', 'Y', 'Z', 'O'] +ads = ['A', 'B', 'C', 'D', 'E', 'F', 'G', 'H', 'J', 'K', 'L', 'M', 'N', 'P', 'Q', 'R', 'S', 'T', 'U', 'V', 'W', 'X','Y', 'Z', '0', '1', '2', '3', '4', '5', '6', '7', '8', '9', 'O'] + +def cut_img(img_path, save_path): + images = os.listdir(img_path) + for i, image in enumerate(images): + try: + print('\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\bProcessing:%s'%i, end='',flush=True) + img = cv2.imread(os.path.join('ccpd_base', image)) + info = image.split('-') + r1, r2, l1, l2 = info[3].split('_') + rx1, ry1 = r1.split('&') + lx1, ly1 = l1.split('&') + im = img[int(ly1):int(ry1), int(lx1):int(rx1)] + + label_index = info[4].split('_') + label = provinces[int(label_index[0])] + label += alphabets[int(label_index[1])] + + if label_index[2].isalnum(): + label += ads[int(label_index[2])] + else: + label += alphabets[int(label_index[2])] + label += ads[int(label_index[3])] + label += ads[int(label_index[4])] + label += ads[int(label_index[5])] + label += ads[int(label_index[6])] + + im = cv2.resize(im, (94, 24)) + if os.path.exists(save_path) is False: + os.mkdir(save_path) + cv2.imencode('.jpg', im)[1].tofile(save_path + '/' + label + '.jpg') + except Exception as e: + print('wrong image:', image) + +if __name__=='__main__': + parser = argparse.ArgumentParser(description='parameters to vaildate net') + parser.add_argument('--ccpdpath', default='CCPD/ccpd_base', help='model path to vaildate') + parser.add_argument('--savepath', default='CCPD/lpr', help='the image path') + args = parser.parse_args() + cut_img(args.ccpdpath, args.savepath) + diff --git "a/imgs/\345\267\235X90621.jpg" "b/imgs/\345\267\235X90621.jpg" new file mode 100644 index 0000000000000000000000000000000000000000..e2c2da3fc1f8acb6da3924b01656a7d81ca6180f Binary files /dev/null and "b/imgs/\345\267\235X90621.jpg" differ diff --git "a/imgs/\346\262\252AMS087.jpg" "b/imgs/\346\262\252AMS087.jpg" new file mode 100644 index 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and "b/imgs/\351\262\201R8D57Z.jpg" differ diff --git a/lprnet.py b/lprnet.py index 0ee8e803964261753177c9837cdb709fc26f0f80..dd709454a10a21d5514983120c51be48931656b9 100644 --- a/lprnet.py +++ b/lprnet.py @@ -80,7 +80,6 @@ class my_lprnet(nn.Module): logits = torch.cat((out1, out2, out3, out4), 1) logits = self.container(logits) logits = torch.mean(logits, dim=2) - # logits = logits.view(self.class_num, -1) return logits def build_lprnet(class_num, phase=False): diff --git a/model/LPRNet.mxr b/model/LPRNet.mxr index 808b84a030533bb3d9497b8e5464dd860a1d42c5..44ab261461860ce63e875d76dd0b6435e2628ddf 100644 Binary files a/model/LPRNet.mxr and b/model/LPRNet.mxr differ diff --git a/requirement.txt b/requirement.txt new file mode 100644 index 0000000000000000000000000000000000000000..9fce3755d04fee734f5f9f451dce89cd6b634152 --- /dev/null +++ b/requirement.txt @@ -0,0 +1 @@ +imutils==0.5.4 diff --git a/test.py b/test.py index abc95e0d1494c66ff033b5a9034ae3d663232bbb..5d6c67c2a258be8ebb0b987b724c1a3e2482270f 100644 --- a/test.py +++ b/test.py @@ -1,17 +1,14 @@ import argparse import cv2 +import os import torch import numpy as np from lprnet import build_lprnet from load_data import CHARS +import time - -def validation(args): - model = build_lprnet(len(CHARS)) - model.load_state_dict(torch.load(args.model, map_location=args.device)) - model.to(args.device) - - img = cv2.imread(args.imgpath) +def infer(args, image, model): + img = cv2.imread(image) height, width, _ = img.shape if height != 24 or width != 94: img = cv2.resize(img, (94, 24)) @@ -38,9 +35,31 @@ def validation(args): continue no_repeat_blank_label.append(c) pre_c = c + return ''.join(list(map(lambda x: CHARS[x], no_repeat_blank_label))) +def validation(args): + model = build_lprnet(len(CHARS)) + model.load_state_dict(torch.load(args.model, map_location=args.device)) + model.to(args.device) + + if os.path.isdir(args.imgpath): + images = os.listdir(args.imgpath) + count = 0 + time1 = time.perf_counter() + for image in images: + result = infer(args, os.path.join(args.imgpath, image), model) + if result == image[:-4]: + count += 1 + print('Image: ' + image + ' recongise result: '+ result) + time2 = time.perf_counter() + print('accuracy rate:', count / len(images)) + print('average time', (time2 - time1)/count*1000) + else: + result = infer(args, args.imgpath, model) + print('Image: ' + args.imgpath + ' recongise result: '+ result) + if args.export_onnx: - print('export pytroch model to onnx model...') + print('export pytorch model to onnx model...') onnx_input = torch.randn(1, 3, 24, 94, device=args.device) torch.onnx.export( model, @@ -51,16 +70,16 @@ def validation(args): dynamic_axes={'input': {0: 'batch'}, 'output': {0: 'batch'}} if args.dynamic else None, opset_version=12, ) - return ''.join(list(map(lambda x: CHARS[x], no_repeat_blank_label))) + if __name__ == '__main__': parser = argparse.ArgumentParser(description='parameters to vaildate net') parser.add_argument('--model', default='model/lprnet.pth', help='model path to vaildate') - parser.add_argument('--img', default='imgs/川JK0707.jpg', help='the image path') + parser.add_argument('--imgpath', default='imgs', help='the image path') parser.add_argument('--device', default='cuda', help='Use cuda to vaildate model') parser.add_argument('--export_onnx', default=False, help='export model to onnx') parser.add_argument('--dynamic', default=False, help='use dynamic batch size') args = parser.parse_args() - result = validation(args) - print('recongise result:', result) + validation(args) + diff --git a/train.py b/train.py index 484da45c93b1d1acbe847948e0600482cde220df..820688c0d224f66d8c8a1046250ac856f43dcd1a 100644 --- a/train.py +++ b/train.py @@ -2,7 +2,6 @@ # /usr/bin/env/python3 from load_data import CHARS, CHARS_DICT, LPRDataLoader from lprnet import build_lprnet -# import torch.backends.cudnn as cudnn from torch.autograd import Variable import torch.nn.functional as F from torch.utils.data import * @@ -14,7 +13,7 @@ import torch import time import os -print(torch.cuda.is_available()) +print('Cuda Availabel:', torch.cuda.is_available()) def sparse_tuple_for_ctc(T_length, lengths): input_lengths = [] @@ -23,7 +22,6 @@ def sparse_tuple_for_ctc(T_length, lengths): for ch in lengths: input_lengths.append(T_length) target_lengths.append(ch) - return tuple(input_lengths), tuple(target_lengths) def adjust_learning_rate(optimizer, cur_epoch, base_lr, lr_schedule): @@ -39,37 +37,8 @@ def adjust_learning_rate(optimizer, cur_epoch, base_lr, lr_schedule): lr = base_lr for param_group in optimizer.param_groups: param_group['lr'] = lr - return lr -def get_parser(): - parser = argparse.ArgumentParser(description='parameters to train net') - parser.add_argument('--max_epoch', default=15, help='epoch to train the network') - parser.add_argument('--img_size', default=[94, 24], help='the image size') - parser.add_argument('--train_img_dirs', default="data/train", help='the train images path') - parser.add_argument('--test_img_dirs', default="data/test", help='the test images path') - parser.add_argument('--dropout_rate', default=0.5, help='dropout rate.') - parser.add_argument('--learning_rate', default=0.1, help='base value of learning rate.') - parser.add_argument('--lpr_max_len', default=8, help='license plate number max length.') - parser.add_argument('--train_batch_size', default=64, help='training batch size.') - parser.add_argument('--test_batch_size', default=10, help='testing batch size.') - parser.add_argument('--phase_train', default=True, type=bool, help='train or test phase flag.') - parser.add_argument('--num_workers', default=8, type=int, help='Number of workers used in dataloading') - parser.add_argument('--cuda', default=True, type=bool, help='Use cuda to train model') - parser.add_argument('--resume_epoch', default=10, type=int, help='resume iter for retraining') - parser.add_argument('--save_interval', default=2000, type=int, help='interval for save model state dict') - parser.add_argument('--test_interval', default=2000, type=int, help='interval for evaluate') - parser.add_argument('--momentum', default=0.9, type=float, help='momentum') - parser.add_argument('--weight_decay', default=2e-5, type=float, help='Weight decay for SGD') - parser.add_argument('--lr_schedule', default=[4, 8, 12, 14, 16], help='schedule for learning rate.') - parser.add_argument('--save_folder', default='./weights/', help='Location to save checkpoint models') - # parser.add_argument('--pretrained_model', default='./weights/Final_LPRNet_model.pth', help='pretrained base model') - parser.add_argument('--pretrained_model', default='', help='pretrained base model') - - args = parser.parse_args() - - return args - def collate_fn(batch): imgs = [] labels = [] @@ -80,12 +49,71 @@ def collate_fn(batch): labels.extend(label) lengths.append(length) labels = np.asarray(labels).flatten().astype(np.int16) - return (torch.stack(imgs, 0), torch.from_numpy(labels), lengths) -def train(): - args = get_parser() +def Greedy_Decode_Eval(Net, datasets, args): + epoch_size = len(datasets) // args.test_batch_size + batch_iterator = iter(DataLoader(datasets, args.test_batch_size, shuffle=True, num_workers=args.num_workers, collate_fn=collate_fn)) + + Tp = 0 + Tn_1 = 0 + Tn_2 = 0 + t1 = time.time() + for i in range(epoch_size): + # load train data + images, labels, lengths = next(batch_iterator) + start = 0 + targets = [] + for length in lengths: + label = labels[start:start+length] + targets.append(label) + start += length + targets = np.array([el.numpy() for el in targets]) + + if args.cuda: + images = Variable(images.cuda()) + else: + images = Variable(images) + + # forward + Net.eval() + prebs = Net(images) + # greedy decode + prebs = prebs.cpu().detach().numpy() + preb_labels = [] + for i in range(prebs.shape[0]): + preb = prebs[i, :, :] + preb_label = [] + for j in range(preb.shape[1]): + preb_label.append(np.argmax(preb[:, j], axis=0)) + no_repeat_blank_label = [] + pre_c = preb_label[0] + if pre_c != len(CHARS) - 1: + no_repeat_blank_label.append(pre_c) + for c in preb_label: # dropout repeate label and blank label + if (pre_c == c) or (c == len(CHARS) - 1): + if c == len(CHARS) - 1: + pre_c = c + continue + no_repeat_blank_label.append(c) + pre_c = c + preb_labels.append(no_repeat_blank_label) + for i, label in enumerate(preb_labels): + if len(label) != len(targets[i]): + Tn_1 += 1 + continue + if (np.asarray(targets[i]) == np.asarray(label)).all(): + Tp += 1 + else: + Tn_2 += 1 + + Acc = Tp * 1.0 / (Tp + Tn_1 + Tn_2) + print("[Info] Test Accuracy: {} [{}:{}:{}:{}]".format(Acc, Tp, Tn_1, Tn_2, (Tp+Tn_1+Tn_2))) + t2 = time.time() + print("[Info] Test Speed: {}s 1/{}]".format((t2 - t1) / len(datasets), len(datasets))) + +def train(args): T_length = 18 # args.lpr_max_len epoch = 0 + args.resume_epoch loss_val = 0 @@ -121,8 +149,6 @@ def train(): print("initial net weights successful!") # define optimizer - # optimizer = optim.SGD(lprnet.parameters(), lr=args.learning_rate, - # momentum=args.momentum, weight_decay=args.weight_decay) optimizer = optim.RMSprop(lprnet.parameters(), lr=args.learning_rate, alpha = 0.9, eps=1e-08, momentum=args.momentum, weight_decay=args.weight_decay) train_img_dirs = os.path.expanduser(args.train_img_dirs) @@ -148,17 +174,14 @@ def train(): epoch += 1 if iteration !=0 and iteration % args.save_interval == 0: - torch.save(lprnet.state_dict(), args.save_folder + 'LPRNet_' + '_iteration_' + repr(iteration) + '.pth') + torch.save(lprnet.state_dict(), args.save_folder + 'LPRNet_' + 'iteration_' + repr(iteration) + '.pth') if (iteration + 1) % args.test_interval == 0: Greedy_Decode_Eval(lprnet, test_dataset, args) - # lprnet.train() # should be switch to train mode start_time = time.time() # load train data images, labels, lengths = next(batch_iterator) - # labels = np.array([el.numpy() for el in labels]).T - # print(labels) # get ctc parameters input_lengths, target_lengths = sparse_tuple_for_ctc(T_length, lengths) # update lr @@ -173,12 +196,8 @@ def train(): # forward logits = lprnet(images) - # print(logits.size()) log_probs = logits.permute(2, 0, 1) # for ctc loss: T x N x C - # print(labels.shape) log_probs = log_probs.log_softmax(2).requires_grad_() - # log_probs = log_probs.detach().requires_grad_() - # print(log_probs.shape) # backprop optimizer.zero_grad() loss = ctc_loss(log_probs, labels, input_lengths=input_lengths, target_lengths=target_lengths) @@ -199,67 +218,31 @@ def train(): # save final parameters torch.save(lprnet.state_dict(), args.save_folder + 'Final_LPRNet_model.pth') -def Greedy_Decode_Eval(Net, datasets, args): - # TestNet = Net.eval() - epoch_size = len(datasets) // args.test_batch_size - batch_iterator = iter(DataLoader(datasets, args.test_batch_size, shuffle=True, num_workers=args.num_workers, collate_fn=collate_fn)) - - Tp = 0 - Tn_1 = 0 - Tn_2 = 0 - t1 = time.time() - for i in range(epoch_size): - # load train data - images, labels, lengths = next(batch_iterator) - start = 0 - targets = [] - for length in lengths: - label = labels[start:start+length] - targets.append(label) - start += length - targets = np.array([el.numpy() for el in targets]) - - if args.cuda: - images = Variable(images.cuda()) - else: - images = Variable(images) - - # forward - prebs = Net(images) - # greedy decode - prebs = prebs.cpu().detach().numpy() - preb_labels = list() - for i in range(prebs.shape[0]): - preb = prebs[i, :, :] - preb_label = list() - for j in range(preb.shape[1]): - preb_label.append(np.argmax(preb[:, j], axis=0)) - no_repeat_blank_label = list() - pre_c = preb_label[0] - if pre_c != len(CHARS) - 1: - no_repeat_blank_label.append(pre_c) - for c in preb_label: # dropout repeate label and blank label - if (pre_c == c) or (c == len(CHARS) - 1): - if c == len(CHARS) - 1: - pre_c = c - continue - no_repeat_blank_label.append(c) - pre_c = c - preb_labels.append(no_repeat_blank_label) - for i, label in enumerate(preb_labels): - if len(label) != len(targets[i]): - Tn_1 += 1 - continue - if (np.asarray(targets[i]) == np.asarray(label)).all(): - Tp += 1 - else: - Tn_2 += 1 - - Acc = Tp * 1.0 / (Tp + Tn_1 + Tn_2) - print("[Info] Test Accuracy: {} [{}:{}:{}:{}]".format(Acc, Tp, Tn_1, Tn_2, (Tp+Tn_1+Tn_2))) - t2 = time.time() - print("[Info] Test Speed: {}s 1/{}]".format((t2 - t1) / len(datasets), len(datasets))) - +def get_parser(): + parser = argparse.ArgumentParser(description='parameters to train net') + parser.add_argument('--max_epoch', default=15, help='epoch to train the network') + parser.add_argument('--img_size', default=[94, 24], help='the image size') + parser.add_argument('--train_img_dirs', default="data/train", help='the train images path') + parser.add_argument('--test_img_dirs', default="imgs", help='the test images path') + parser.add_argument('--dropout_rate', default=0.5, help='dropout rate.') + parser.add_argument('--learning_rate', default=0.1, help='base value of learning rate.') + parser.add_argument('--lpr_max_len', default=8, help='license plate number max length.') + parser.add_argument('--train_batch_size', default=64, help='training batch size.') + parser.add_argument('--test_batch_size', default=10, help='testing batch size.') + parser.add_argument('--phase_train', default=True, type=bool, help='train or test phase flag.') + parser.add_argument('--num_workers', default=8, type=int, help='Number of workers used in dataloading') + parser.add_argument('--cuda', default=True, type=bool, help='Use cuda to train model') + parser.add_argument('--resume_epoch', default=10, type=int, help='resume iter for retraining') + parser.add_argument('--save_interval', default=2000, type=int, help='interval for save model state dict') + parser.add_argument('--test_interval', default=2000, type=int, help='interval for evaluate') + parser.add_argument('--momentum', default=0.9, type=float, help='momentum') + parser.add_argument('--weight_decay', default=2e-5, type=float, help='Weight decay for SGD') + parser.add_argument('--lr_schedule', default=[4, 8, 12, 14, 16], help='schedule for learning rate.') + parser.add_argument('--save_folder', default='./weights/', help='Location to save checkpoint models') + parser.add_argument('--pretrained_model', default='./weights/Final_LPRNet_model.pth', help='pretrained base model') + args = parser.parse_args() + return args if __name__ == "__main__": - train() + args = get_parser() + train(args)