生活如此美好，致敬每一个热爱“热爱”的人！

💡 🎈🎄🎋🎍🎉🎑🎫🎞🎪🎁🎎🧵🛒🧶🥽🏅🥉🥇🥇🏅🏆🏆🥉💡 🎈🎄🎋🎍🎉🎑🎫🎞🎪🎁🎎🧵🛒🧶🥽🏅🥉🥇🥇🏅🏆🏆🥉💡 🎈🎄🎋🎍🎉🎑🎫🎞🎪🎁🎎🧵🛒🧶🥽🏅🥉🥇🥇🏅🏆🏆🥉💡 🎈🎄🎋🎍🎉🎑🎫🎞🎪🎁🎎🧵🛒🧶🥽🏅🥉🥇🥇🏅🏆🏆🥉💡 🎈YOLOv5/YOLOv8/YOLOv9改进——将损失函数改进为MPDIoU

💡 🎈🎄🎋🎍🎉🎑🎫🎞🎪🎁🎎🧵🛒🧶🥽🏅🥉🥇🥇🏅🏆🏆🥉损失函数shape_iou本文使用的YOLOv5版本为v7.0，YOLOv8、YOLOv9均为最新版本。默认的损失函数为CIOU。shape_iou论文链接：https://arxiv.org/pdf/2312.17663.pdf​

💡 🎈🎄🎋🎍🎉🎑🎫🎞🎪🎁🎎🧵🛒🧶🥽🏅🥉🥇🥇🏅🏆🏆🥉损失函数inner_iou本文使用的YOLOv5、YOLOv8、YOLOv9版本均为最新版本。论文链接：https://arxiv.org/pdf/2311.02877.pdf​

yolov8训练自己的数据集

yolov9训练自己的数据集

YOLOv5训练中文标签的数据集

yolov7训练自己的数据集及报错处理，其实和yolov5差不太多

No More Strided Convolutions or Pooling:A New CNN Building Block for Low-ResolutionImages and Small Objects 无卷积步长或池化:用于低分辨率图像和小物体的新 CNN 模块SPD-Conv提出了一个名为SPD-Conv的新的CNN构建块，它完全消除了步长和池化操作，取而代之的是一个空间到深度卷积和一个无步长卷积。

报错修改

yolov5模型修改

卡尔曼滤波(1)结合已知信息估计最优位置(2)本质上是优化估计算法，例如车辆下一刻的位置(阿波罗登月也用到了该算

使用yolov5训练自己的数据集时候，出现了下面的报错：D:\programfiles\miniconda\envs\py38torch_gpu\python.exe C:/Users/liqiang/Desktop/yolov5_pytorch/YOLOV5/yolov5-master/train.py --data ../MaskDataSet/data.yaml --cfg models/yolov5s.yaml --weights " --batch-size 16"Using CUDA d..

D:\programfiles\miniconda\envs\py38torch_gpu\python.exe C:/Users/liqiang/Desktop/yolov5_pytorch/Yolov5-on-Flask-master/app.pyTraceback (most recent call last): File "C:/Users/liqiang/Desktop/yolov5_pytorch/Yolov5-on-Flask-master/app.py", line 4, in &lt..

Using CUDA device0 _CudaDeviceProperties(name='GeForce RTX 2080 Super with Max-Q Design', total_memory=8192MB)Fusing layers...Model Summary: 140 layers, 7.45958e+06 parameters, 0 gradientsTraceback (most recent call last): File "C:/Users/liqiang/De...

Traceback (most recent call last): File "C:/Users/liqiang/Desktop/PyTorch_YOLOv3/detect.py", line 145, in <module> print("\t+ Label: %s, Conf: %.5f" % (classes[int(cls_pred)], cls_conf.item()))IndexError: list index out of range出现这个错误的原因...

安装好labelme工具 https://github.com/wkentaro/labelme一、安装在miniconda或者Anaconda环境里安装:pip install labelme-i https://pypi.douban.com/simple/pip install pyqt5-i https://pypi.douban.com/simple/pip install -i https://pypi.douban.com/simple Pillow二、测...

D:\programfiles\miniconda\envs\py38torch_gpu\python.exe C:/Users/liqiang/Desktop/handpose_x-master/onnx_inference.pyTraceback (most recent call last): File "C:/Users/liqiang/Desktop/handpose_x-master/onnx_inference.py", line 7, in <module> ...

D:\programfiles\miniconda\envs\py38torch_gpu\python.exe C:/Users/liqiang/Desktop/PyTorch_YOLOv3/train.py --data_config config/coco.data --pretrained_weights weights/darknet53.conv.74Traceback (most recent call last): File "C:/Users/liqiang/Desktop/PyTo..

D:\programfiles\miniconda\envs\py38torch_gpu\python.exe C:/Users/liqiang/Desktop/PyTorch_YOLOv3/train.py --data_config config/coco.data --pretrained_weights weights/darknet53.conv.74Traceback (most recent call last): File "C:/Users/liqiang/Desktop/PyTo..