智能秤分析

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2025-08-06 17:03:28 +08:00
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# configs/similar_analysis.yml
# 专为模型训练对比设计的配置文件
# 支持对比不同训练策略如蒸馏vs独立训练
# 基础配置
base:
experiment_name: "model_comparison" # 实验名称(用于结果保存目录)
device: "cuda" # 训练设备cuda/cpu
embedding_size: 256 # 特征维度
pin_memory: true # 是否启用pin_memory
distributed: true # 是否启用分布式训练
# 模型配置
models:
backbone: 'resnet18'
channel_ratio: 0.75
model_path: "../checkpoints/resnet18_1009/best.pth"
heatmap:
feature_layer: "layer4"
show_heatmap: true
# 数据配置
data:
dataset: "imagenet" # 数据集名称(示例用,可替换为实际数据集)
train_batch_size: 128 # 训练批次大小
val_batch_size: 8 # 验证批次大小
num_workers: 32 # 数据加载线程数
data_dir: "/home/lc/data_center/image_analysis/pic_pic_similar_maxtrix"
image_joint_pth: "/home/lc/data_center/image_analysis/error_compare_result"
total_pkl: "/home/lc/data_center/image_analysis/pic_pic_similar_maxtrix/total.pkl"
result_txt: "/home/lc/data_center/image_analysis/pic_pic_similar_maxtrix/result.txt"
transform:
img_size: 224 # 图像尺寸
img_mean: 0.5 # 图像均值
img_std: 0.5 # 图像方差
RandomHorizontalFlip: 0.5 # 随机水平翻转概率
RandomRotation: 180 # 随机旋转角度
ColorJitter: 0.5 # 随机颜色抖动强度
# 日志与监控
logging:
logging_dir: "./logs/resnet18_scale=0.75_nosub_log" # 日志保存目录
tensorboard: true # 是否启用TensorBoard
checkpoint_interval: 30 # 检查点保存间隔epoch
event:
oneToOne_max_th: 0.9
oneToSn_min_th: 0.6
event_save_dir: "/home/lc/works/realtime_yolov10s/online_yolov10s_resnetv11_20250702/yolos_tracking"
stdlib_image_path: "/testDataAndLogs/module_test_record/comparison/标准图测试数据/pic/stlib_base"
pickle_path: "event.pickle"