From 16616c806545994cd822f305685a378c341071e1 Mon Sep 17 00:00:00 2001 From: gaotingquan Date: Wed, 8 Jun 2022 12:37:57 +0000 Subject: [PATCH] update demo img --- .../inference_safety_helmet.yaml | 6 +- .../safety_helmet/safety_helmet_test_1.png | Bin 0 -> 89099 bytes .../safety_helmet/safety_helmet_test_2.png | Bin 0 -> 126894 bytes docs/zh_CN/PULC/PULC_safety_helmet.md | 80 +++++------ ...x1_0.yaml => MobileNetV3_large_x0_35.yaml} | 10 +- .../PULC/safety_helmet/PPLCNet_x1_0.yaml | 6 +- .../PPLCNet_x1_0_distillation.yaml | 6 +- .../safety_helmet/PPLCNet_x1_0_search.yaml | 6 +- .../safety_helmet/Res2Net200_vd_26w_4s.yaml | 136 ++++++++++++++++++ ...inTransformer_tiny_patch4_window7_224.yaml | 6 +- 10 files changed, 192 insertions(+), 64 deletions(-) create mode 100644 deploy/images/PULC/safety_helmet/safety_helmet_test_1.png create mode 100644 deploy/images/PULC/safety_helmet/safety_helmet_test_2.png rename ppcls/configs/PULC/safety_helmet/{MobileNetV3_large_x1_0.yaml => MobileNetV3_large_x0_35.yaml} (93%) create mode 100644 ppcls/configs/PULC/safety_helmet/Res2Net200_vd_26w_4s.yaml diff --git a/deploy/configs/PULC/safety_helmet/inference_safety_helmet.yaml b/deploy/configs/PULC/safety_helmet/inference_safety_helmet.yaml index 8a5a6b5c..5f128e18 100644 --- a/deploy/configs/PULC/safety_helmet/inference_safety_helmet.yaml +++ b/deploy/configs/PULC/safety_helmet/inference_safety_helmet.yaml @@ -1,5 +1,5 @@ Global: - infer_imgs: "./images/PULC/safety_helmet/" + infer_imgs: "./images/PULC/safety_helmet/safety_helmet_test_1.png" inference_model_dir: "./models/safety_helmet_infer" batch_size: 1 use_gpu: True @@ -30,7 +30,7 @@ PostProcess: main_indicator: ThreshOutput ThreshOutput: threshold: 0.9 - label_0: wearing - label_1: unwearing + label_0: wearing_helmet + label_1: unwearing_helmet SavePreLabel: save_dir: ./pre_label/ diff --git a/deploy/images/PULC/safety_helmet/safety_helmet_test_1.png b/deploy/images/PULC/safety_helmet/safety_helmet_test_1.png new 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z)X5p99!C-g{ZTbxt$fi4!sq>}Xyqw$<>Ws`l4d{jHMlNhG(;tshy-gz5jgOp;V?@0 z7$#wv1@8b>RNW-xkW4Ek?&;mMVf}pcBh9BKTS$)_uoxF7K-t82_sTB9^R%u?JA?umhmn8tc>COcP z{Rp0E)hXp(4*bDWRTeIG_=hhvoP}H}*k3F)^qdheU4Wr|VL_~mGgep?Wu-tP{?lTk zB=pk*!xsr8TEg#imnZ;M9~^3trSBfT%6JsQzR?pd^BGo`M-N(Z%9QZWZ>+0!H!6Q; zGr&JuECo=C%BLhp;8P&3R?<$ZKk*Xy!lpan`b2?PPLCNet_x1_0 | 98.71 | 2.03 | 6.5 | 使用SSLD预训练模型+EDA策略+UDML知识蒸馏策略| - -从表中可以看出,backbone 为 Res2Net200_vd_26w_4s 时精度较高,但是推理速度较慢。将 backboone 替换为轻量级模型 MobileNetV3_large_x1_0 后,速度可以大幅提升,但是精度下降明显。将 backbone 替换为 PPLCNet_x1_0 时,精度较 MobileNetV3_large_x1_0 低四个多百分点,但是速度提升 2 倍左右。在此基础上,使用 SSLD 预训练模型后,在不改变推理速度的前提下,精度可以提升约 4.8 个百分点,进一步地,当融合EDA策略后,精度可以再提升 0.7 个百分点。此时,PPLCNet_x1_0 已经接近了 Res2Net200_vd_26w_4s 模型的精度,但是速度快 70+ 倍。最后,在使用 UDML 知识蒸馏后,精度可以继续提升 todo 个百分点。此时,PPLCNet_x1_0 达到了 SwinTranformer_tiny 模型的精度,但是速度快 70+ 倍。关于 PULC 的训练方法和推理部署方法将在下面详细介绍。 +从表中可以看出,backbone 为 Res2Net200_vd_26w_4s 时精度较高,但是推理速度较慢。将 backboone 替换为轻量级模型 MobileNetV3_large_x1_0 后,速度可以大幅提升,但是精度下降明显。将 backbone 替换为 PPLCNet_x1_0 时,精度较 MobileNetV3_large_x1_0 低 4 个多百分点,但是速度提升了 2 倍。在此基础上,替换为 SSLD 预训练模型后,在对推理速度无影响的前提下,精度提升约 4.8 个百分点,进一步地,当融合 EDA 策略后,精度可以再提升 0.7 个百分点。此时,PPLCNet_x1_0 已经接近了 Res2Net200_vd_26w_4s 模型的精度,但是速度快 70+ 倍。最后,在使用 UDML 知识蒸馏后,精度可以继续提升 todo 个百分点。此时,PPLCNet_x1_0 已经超过了 Res2Net200_vd_26w_4s 模型的精度,但速度快 70+ 倍。关于 PULC 的训练方法和推理部署方法将在下面详细介绍。 **备注:** @@ -63,7 +61,7 @@ ## 2. 模型快速体验 - (pip方式,待补充) +todo @@ -95,7 +93,7 @@ * 对于 hard-hat-detection 数据集:仅使用其中类别标签为 “hat” 的图像,并使用 bbox 标签进行裁剪,图像类别为0; * 对于 CelebA 数据集:仅使用其中类别标签为 “Wearing_Hat” 的图像,并使用 bbox 标签进行裁剪,图像类别为0。 -在整合上述数据后,可得到共约 15 万数据,其中戴安全帽与不戴安全帽分别约为 2.8 万与 12.1 万,然后在两个类别上分别随机选取 0.56 万张图像作为测试集,共约 1.12 万张图像,其他约 13.8 万张图像作为训练集。 +在整合上述数据后,可得到共约 15 万数据,其中戴安全帽与不戴安全帽的图像数量分别约为 2.8 万与 12.1 万,然后在两个类别上分别随机选取 0.56 万张图像作为测试集,共约 1.12 万张图像,其他约 13.8 万张图像作为训练集。 处理后的数据集部分数据可视化如下: @@ -126,14 +124,12 @@ cd ../ │   ├── HHD_hard_hat_workers23_1.jpg │   ├── CelebA_077809.jpg │   ├── ... -│   └── +│   └── ... ├── train_list.txt -├── train_list.txt.debug -├── val_list.txt -└── val_list.txt.debug +└── val_list.txt ``` - -其中 `train/` 和 `val/` 分别为训练集和验证集。`train_list.txt` 和 `val_list.txt` 分别为训练集和验证集的标签文件,`train_list.txt.debug` 和 `val_list.txt.debug` 分别为训练集和验证集的 `debug` 标签文件,其分别是 `train_list.txt` 和 `val_list.txt` 的子集,用该文件可以快速体验本案例的流程。 + +其中,`train_list.txt` 和 `val_list.txt` 分别为训练集和验证集的标签文件,所有的图像数据在 `images/` 目录下。 **备注:** @@ -153,7 +149,7 @@ python3 -m paddle.distributed.launch \ -c ./ppcls/configs/PULC/safety_helmet/PPLCNet_x1_0.yaml ``` -验证集的最佳指标在 `0.975-0.985` 之间(数据集较小,容易造成波动)。 +验证集的最佳指标在 `todo 0.975-0.985` 之间(数据集较小,容易造成波动)。 **备注:** @@ -170,10 +166,10 @@ python3 -m paddle.distributed.launch \ ```bash python3 tools/eval.py \ -c ./ppcls/configs/PULC/safety_helmet/PPLCNet_x1_0.yaml \ - -o Global.pretrained_model="output/PPLCNet_x1_0/best_model" + -o Global.pretrained_model=output/PPLCNet_x1_0/best_model ``` -其中 `-o Global.pretrained_model="output/PPLCNet_x1_0/best_model"` 指定了当前最佳权重所在的路径,如果指定其他权重,只需替换对应的路径即可。 +其中 `-o Global.pretrained_model="output/PPLCNet_x1_0/best_model"` 指定了训练过程中的最佳参数权重文件所在的路径,如需指定其他权重文件,只需替换对应的路径即可。 @@ -181,31 +177,27 @@ python3 tools/eval.py \ 模型训练完成之后,可以加载训练得到的预训练模型,进行模型预测。在模型库的 `tools/infer.py` 中提供了完整的示例,只需执行下述命令即可完成模型预测: - ```python python3 tools/infer.py \ -c ./ppcls/configs/PULC/safety_helmet/PPLCNet_x1_0.yaml \ - -o Global.pretrained_model=output/DistillationModel/best_model_student \ - -o Global.pretrained_model=Infer.PostProcess.threshold=0.9232 + -o Global.pretrained_model=output/PPLCNet_x1_0/best_model \ + -o Global.pretrained_model=Infer.PostProcess.threshold=todo 0.9232 ``` 输出结果如下: - ``` -[{'class_ids': [0], 'scores': [0.9878496769815683], 'label_names': ['nobody'], 'file_name': './dataset/safety_helmet/val/objects365_01780637.jpg'}] +[{'class_ids': [0], 'scores': [ todo 0.], 'label_names': ['unwearing_helmet'], 'file_name': 'deploy/images/PULC/safety_helmet/safety_helmet_test_1.png'}] ``` **备注:** * 这里`-o Global.pretrained_model="output/PPLCNet_x1_0/best_model"` 指定了当前最佳权重所在的路径,如果指定其他权重,只需替换对应的路径即可。 - -* 默认是对 `deploy/images/PULC/safety_helmet/objects365_02035329.jpg` 进行预测,此处也可以通过增加字段 `-o Infer.infer_imgs=xxx` 对其他图片预测。 +* 默认是对 `deploy/images/PULC/safety_helmet/safety_helmet_test_1.png` 进行预测,此处也可以通过增加字段 `-o Infer.infer_imgs=xxx` 对其他图片预测。 * 这里的 `Infer.PostProcess.threshold` 的值需要根据实际场景来确定,此处的 `0.9232` 是在该场景中的 `val` 数据集在万分之一 Fpr 下得到的最佳 Tpr 所得到的。 - ## 4. 模型压缩 @@ -230,8 +222,7 @@ python3 -m paddle.distributed.launch \ -c ./ppcls/configs/PULC/safety_helmet/PPLCNet_x1_0_distillation.yaml ``` - -验证集的最佳指标为 `99.0-99.3` 之间,当前模型最好的权重保存在 `output/DistillationModel/best_model_student.pdparams`。 +验证集的最佳指标为 ` todo 99.0-99.3` 之间,当前模型最好的权重保存在 `output/DistillationModel/best_model_student.pdparams`。 @@ -239,7 +230,7 @@ python3 -m paddle.distributed.launch \ 在 [3.2 节](#3.2)和 [4.1 节](#4.1)所使用的超参数是根据 PaddleClas 提供的 `SHAS 超参数搜索策略` 搜索得到的,如果希望在自己的数据集上得到更好的结果,可以参考[SHAS 超参数搜索策略](#TODO)来获得更好的训练超参数。 -**备注:** 此部分内容是可选内容,搜索过程需要较长的时间,您可以根据自己的硬件情况来选择执行。如果没有更换数据集,可以忽略此节内容。 +**备注**:此部分内容是可选内容,搜索过程需要较长的时间,您可以根据自己的硬件情况来选择执行。如果没有更换数据集,可以忽略此节内容。 @@ -249,7 +240,7 @@ python3 -m paddle.distributed.launch \ ### 6.1 推理模型准备 -Paddle Inference 是飞桨的原生推理库, 作用于服务器端和云端,提供高性能的推理能力。相比于直接基于预训练模型进行预测,Paddle Inference可使用MKLDNN、CUDNN、TensorRT 进行预测加速,从而实现更优的推理性能。更多关于Paddle Inference推理引擎的介绍,可以参考[Paddle Inference官网教程](https://www.paddlepaddle.org.cn/documentation/docs/zh/guides/infer/inference/inference_cn.html)。 +Paddle Inference 是飞桨的原生推理库, 作用于服务器端和云端,提供高性能的推理能力。相比于直接基于预训练模型进行预测,Paddle Inference 可使用 MKLDNN、CUDNN、TensorRT 进行预测加速,从而实现更优的推理性能。更多关于 Paddle Inference 推理引擎的介绍,可以参考[Paddle Inference官网教程](https://www.paddlepaddle.org.cn/documentation/docs/zh/guides/infer/inference/inference_cn.html)。 当使用 Paddle Inference 推理时,加载的模型类型为 inference 模型。本案例提供了两种获得 inference 模型的方法,如果希望得到和文档相同的结果,请选择[直接下载 inference 模型](#6.1.2)的方式。 @@ -265,7 +256,8 @@ python3 tools/export_model.py \ -o Global.pretrained_model=output/DistillationModel/best_model_student \ -o Global.save_inference_dir=deploy/models/PPLCNet_x1_0_safety_helmet_infer ``` -执行完该脚本后会在 `deploy/models/` 下生成 `PPLCNet_x1_0_safety_helmet_infer` 文件夹,`models` 文件夹下应有如下文件结构: + +执行完该脚本后会在 `deploy/models/` 下生成 `PPLCNet_x1_0_safety_helmet_infer` 目录,该目录下有如下文件结构: ``` ├── PPLCNet_x1_0_safety_helmet_infer @@ -274,7 +266,7 @@ python3 tools/export_model.py \ │ └── inference.pdmodel ``` -**备注:** 此处的最佳权重是经过知识蒸馏后的权重路径,如果没有执行知识蒸馏的步骤,最佳模型保存在`output/PPLCNet_x1_0/best_model.pdparams`中。 +**备注:** 此处的最佳权重是经过知识蒸馏后的权重路径,如果没有执行知识蒸馏的步骤,最佳模型保存在 `output/PPLCNet_x1_0/best_model.pdparams` 中。 @@ -310,43 +302,43 @@ wget https://paddleclas.bj.bcebos.com/models/PULC/safety_helmet_infer.tar && tar ``` cd ../ ``` - -运行下面的命令,对图像 `./images/PULC/safety_helmet/objects365_02035329.jpg` 进行是否佩戴安全帽分类。 + +运行下面的命令,对图像 `./images/PULC/safety_helmet/safety_helmet_test_1.png` 进行是否佩戴安全帽分类。 ```shell # 使用下面的命令使用 GPU 进行预测 -python3.7 python/predict_cls.py -c configs/PULC/safety_helmet/inference_safety_helmet.yaml -o PostProcess.ThreshOutput.threshold=0.9032 +python3.7 python/predict_cls.py -c configs/PULC/safety_helmet/inference_safety_helmet.yaml -o PostProcess.ThreshOutput.threshold=todo 0.9032 # 使用下面的命令使用 CPU 进行预测 -python3.7 python/predict_cls.py -c configs/PULC/safety_helmet/inference_safety_helmet.yaml -o PostProcess.ThreshOutput.threshold=0.9032 -o Global.use_gpu=False +python3.7 python/predict_cls.py -c configs/PULC/safety_helmet/inference_safety_helmet.yaml -o PostProcess.ThreshOutput.threshold=todo 0.9032 -o Global.use_gpu=False ``` 输出结果如下。 - + ``` -objects365_02035329.jpg: class id(s): [1], score(s): [1.00], label_name(s): ['someone'] +safety_helmet_test_1.png: class id(s): [1], score(s): [1.00], label_name(s): ['unwearing'] ``` -**备注:** 真实场景中往往需要在假正类率(Fpr)小于某一个指标下求真正类率(Tpr),该场景中的 `val` 数据集在万分之一 Fpr 下得到的最佳 Tpr 所得到的阈值为 `0.9794`,故此处的 `threshold` 为 `0.9794`。该阈值的确定方法可以参考[3.2节](#3.2)备注部分。 +**备注:** 真实场景中往往需要在假正类率(Fpr)小于某一个指标下求真正类率(Tpr),该场景中的 `val` 数据集在万分之一 Fpr 下得到的最佳 Tpr 所得到的阈值为 `todo 0.9794`,故此处的 `threshold` 为 `0.9794`。该阈值的确定方法可以参考[3.2节](#3.2)备注部分。 #### 6.2.2 基于文件夹的批量预测 如果希望预测文件夹内的图像,可以直接修改配置文件中的 `Global.infer_imgs` 字段,也可以通过下面的 `-o` 参数修改对应的配置。 - + ```shell # 使用下面的命令使用 GPU 进行预测,如果希望使用 CPU 预测,可以在命令后面添加 -o Global.use_gpu=False -python3.7 python/predict_cls.py -c configs/PULC/safety_helmet/inference_safety_helmet.yaml -o Global.infer_imgs="./images/PULC/safety_helmet/" -o PostProcess.ThreshOutput.threshold=0.9032 +python3.7 python/predict_cls.py -c configs/PULC/safety_helmet/inference_safety_helmet.yaml -o Global.infer_imgs="./images/PULC/safety_helmet/" -o PostProcess.ThreshOutput.threshold=todo 0.9032 ``` 终端中会输出该文件夹内所有图像的分类结果,如下所示。 - + ``` -objects365_01780782.jpg: class id(s): [0], score(s): [1.00], label_name(s): ['nobody'] -objects365_02035329.jpg: class id(s): [1], score(s): [1.00], label_name(s): ['someone'] +safety_helmet_test_1.png: class id(s): [1], score(s): [1.00], label_name(s): ['unwearing_helmet'] +safety_helmet_test_2.png: class id(s): [0], score(s): [1.00], label_name(s): ['wearing_helmet'] ``` - -其中,`` 表示该图中人(均)佩戴了安全帽,`` 表示该图中存在未佩戴安全帽的人。 + +其中,`wearing_helmet` 表示该图中人(均)佩戴了安全帽,`unwearing_helmet` 表示该图中存在未佩戴安全帽的人。 diff --git a/ppcls/configs/PULC/safety_helmet/MobileNetV3_large_x1_0.yaml b/ppcls/configs/PULC/safety_helmet/MobileNetV3_large_x0_35.yaml similarity index 93% rename from ppcls/configs/PULC/safety_helmet/MobileNetV3_large_x1_0.yaml rename to ppcls/configs/PULC/safety_helmet/MobileNetV3_large_x0_35.yaml index 354190b3..9b1635c8 100644 --- a/ppcls/configs/PULC/safety_helmet/MobileNetV3_large_x1_0.yaml +++ b/ppcls/configs/PULC/safety_helmet/MobileNetV3_large_x0_35.yaml @@ -2,7 +2,7 @@ Global: checkpoints: null pretrained_model: null - output_dir: ./output/ + output_dir: ./output device: gpu save_interval: 1 eval_during_train: True @@ -16,7 +16,7 @@ Global: # model architecture Arch: - name: MobileNetV3_large_x1_0 + name: MobileNetV3_large_x0_35 pretrained: True class_num: 2 @@ -102,7 +102,7 @@ DataLoader: use_shared_memory: True Infer: - infer_imgs: docs/images/inference_deployment/whl_demo.jpg + infer_imgs: deploy/images/PULC/safety_helmet/safety_helmet_test_1.png batch_size: 1 transforms: - DecodeImage: @@ -121,8 +121,8 @@ Infer: PostProcess: name: ThreshOutput threshold: 0.9235 - label_0: wearing - label_1: unwearing + label_0: wearing_helmet + label_1: unwearing_helmet Metric: Train: diff --git a/ppcls/configs/PULC/safety_helmet/PPLCNet_x1_0.yaml b/ppcls/configs/PULC/safety_helmet/PPLCNet_x1_0.yaml index badff375..2f7bdc98 100644 --- a/ppcls/configs/PULC/safety_helmet/PPLCNet_x1_0.yaml +++ b/ppcls/configs/PULC/safety_helmet/PPLCNet_x1_0.yaml @@ -101,7 +101,7 @@ DataLoader: use_shared_memory: True Infer: - infer_imgs: docs/images/inference_deployment/whl_demo.jpg + infer_imgs: deploy/images/PULC/safety_helmet/safety_helmet_test_1.png batch_size: 1 transforms: - DecodeImage: @@ -120,8 +120,8 @@ Infer: PostProcess: name: ThreshOutput threshold: 0.9235 - label_0: wearing - label_1: unwearing + label_0: wearing_helmet + label_1: unwearing_helmet Metric: Train: diff --git a/ppcls/configs/PULC/safety_helmet/PPLCNet_x1_0_distillation.yaml b/ppcls/configs/PULC/safety_helmet/PPLCNet_x1_0_distillation.yaml index 0fce89bc..508d25c3 100644 --- a/ppcls/configs/PULC/safety_helmet/PPLCNet_x1_0_distillation.yaml +++ b/ppcls/configs/PULC/safety_helmet/PPLCNet_x1_0_distillation.yaml @@ -151,7 +151,7 @@ DataLoader: use_shared_memory: True Infer: - infer_imgs: docs/images/inference_deployment/whl_demo.jpg + infer_imgs: deploy/images/PULC/safety_helmet/safety_helmet_test_1.png batch_size: 1 transforms: - DecodeImage: @@ -170,8 +170,8 @@ Infer: PostProcess: name: ThreshOutput threshold: 0.9235 - label_0: wearing - label_1: unwearing + label_0: wearing_helmet + label_1: unwearing_helmet Metric: Train: diff --git a/ppcls/configs/PULC/safety_helmet/PPLCNet_x1_0_search.yaml b/ppcls/configs/PULC/safety_helmet/PPLCNet_x1_0_search.yaml index 6916dcfa..cd7cb549 100644 --- a/ppcls/configs/PULC/safety_helmet/PPLCNet_x1_0_search.yaml +++ b/ppcls/configs/PULC/safety_helmet/PPLCNet_x1_0_search.yaml @@ -115,7 +115,7 @@ DataLoader: use_shared_memory: True Infer: - infer_imgs: docs/images/inference_deployment/whl_demo.jpg + infer_imgs: deploy/images/PULC/safety_helmet/safety_helmet_test_1.png batch_size: 1 transforms: - DecodeImage: @@ -134,8 +134,8 @@ Infer: PostProcess: name: ThreshOutput threshold: 0.9235 - label_0: wearing - label_1: unwearing + label_0: wearing_helmet + label_1: unwearing_helmet Metric: Train: diff --git a/ppcls/configs/PULC/safety_helmet/Res2Net200_vd_26w_4s.yaml b/ppcls/configs/PULC/safety_helmet/Res2Net200_vd_26w_4s.yaml new file mode 100644 index 00000000..28d10359 --- /dev/null +++ b/ppcls/configs/PULC/safety_helmet/Res2Net200_vd_26w_4s.yaml @@ -0,0 +1,136 @@ +# global configs +Global: + checkpoints: null + pretrained_model: null + output_dir: ./output + device: gpu + save_interval: 1 + eval_during_train: True + eval_interval: 1 + epochs: 60 + print_batch_step: 10 + use_visualdl: False + # used for static mode and model export + image_shape: [3, 224, 224] + save_inference_dir: ./inference + +# model architecture +Arch: + name: Res2Net200_vd_26w_4s + class_num: 2 + pretrained: True + +# loss function config for traing/eval process +Loss: + Train: + - CELoss: + weight: 1.0 + epsilon: 0.1 + Eval: + - CELoss: + weight: 1.0 + + +Optimizer: + name: Momentum + momentum: 0.9 + lr: + name: Cosine + learning_rate: 0.005 + regularizer: + name: 'L2' + coeff: 0.0001 + + +# data loader for train and eval +DataLoader: + Train: + dataset: + name: ImageNetDataset + image_root: ./dataset/SafetyHelmetV3/ + cls_label_path: ./dataset/SafetyHelmetV3/train_list.txt + transform_ops: + - DecodeImage: + to_rgb: True + channel_first: False + - RandCropImage: + size: 224 + - RandFlipImage: + flip_code: 1 + - NormalizeImage: + scale: 1.0/255.0 + mean: [0.485, 0.456, 0.406] + std: [0.229, 0.224, 0.225] + order: '' + batch_transform_ops: + - MixupOperator: + alpha: 0.2 + + sampler: + name: DistributedBatchSampler + batch_size: 32 + drop_last: False + shuffle: True + loader: + num_workers: 8 + use_shared_memory: True + + Eval: + dataset: + name: ImageNetDataset + image_root: ./dataset/SafetyHelmetV3/ + cls_label_path: ./dataset/SafetyHelmetV3/eval_list.txt + transform_ops: + - DecodeImage: + to_rgb: True + channel_first: False + - ResizeImage: + resize_short: 256 + - CropImage: + size: 224 + - NormalizeImage: + scale: 1.0/255.0 + mean: [0.485, 0.456, 0.406] + std: [0.229, 0.224, 0.225] + order: '' + sampler: + name: DistributedBatchSampler + batch_size: 64 + drop_last: False + shuffle: False + loader: + num_workers: 4 + use_shared_memory: True + +Infer: + infer_imgs: deploy/images/PULC/safety_helmet/safety_helmet_test_1.png + batch_size: 1 + transforms: + - DecodeImage: + to_rgb: True + channel_first: False + - ResizeImage: + resize_short: 256 + - CropImage: + size: 224 + - NormalizeImage: + scale: 1.0/255.0 + mean: [0.485, 0.456, 0.406] + std: [0.229, 0.224, 0.225] + order: '' + - ToCHWImage: + PostProcess: + name: ThreshOutput + threshold: 0.9235 + label_0: wearing_helmet + label_1: unwearing_helmet + +Metric: + Train: + - TopkAcc: + topk: [1, 2] + Eval: + - TprAtFpr: + max_fpr: 0.0001 + - TopkAcc: + topk: [1, 2] diff --git a/ppcls/configs/PULC/safety_helmet/SwinTransformer_tiny_patch4_window7_224.yaml b/ppcls/configs/PULC/safety_helmet/SwinTransformer_tiny_patch4_window7_224.yaml index 80c22705..0e206396 100644 --- a/ppcls/configs/PULC/safety_helmet/SwinTransformer_tiny_patch4_window7_224.yaml +++ b/ppcls/configs/PULC/safety_helmet/SwinTransformer_tiny_patch4_window7_224.yaml @@ -121,7 +121,7 @@ DataLoader: use_shared_memory: True Infer: - infer_imgs: docs/images/inference_deployment/whl_demo.jpg + infer_imgs: deploy/images/PULC/safety_helmet/safety_helmet_test_1.png batch_size: 1 transforms: - DecodeImage: @@ -140,8 +140,8 @@ Infer: PostProcess: name: ThreshOutput threshold: 0.9235 - label_0: wearing - label_1: unwearing + label_0: wearing_helmet + label_1: unwearing_helmet Metric: Eval: -- GitLab