SSD系列优秀项目推荐:
RFBNet:
code: https://github.com/ruinmessi/RFBNet
代码详解:https://zhuanlan.zhihu.com/p/49615407
SSD:
code:
https://link.zhihu.com/?target=https%3A//github.com/lufficc/SSD
https://github.com/dlyldxwl/Stronger-One-stage-detector-with-much-Tricks
代码详解:https://zhuanlan.zhihu.com/p/62725380
M2Det: https://github.com/qijiezhao/M2Det
FSSD: https://github.com/lzx1413/PytorchSSD
RefineDet:
https://github.com/lzx1413/PytorchSSD
https://github.com/pengfeidip/refindeDet_Pytorch
计算模型计算量参数量工具
https://github.com/sksq96/pytorch-summary
https://github.com/Swall0w/torchstat
https://github.com/Lyken17/pytorch-OpCounter
https://github.com/sovrasov/flops-counter.pytorch
论文:
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CVPR2019论文
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SSD,YOLOv3,FPN & Focal loss (RetinaNet)
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一文读懂Faster RCNN
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论文:https://paperswithcode.com/sota
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YOLOV3
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anchor-free理解:
https://www.zhihu.com/question/319605567
https://zhuanlan.zhihu.com/p/62372897
https://zhuanlan.zhihu.com/p/55854246
https://zhuanlan.zhihu.com/p/43371024
Tech Interview Guide 技术面试必备基础知识https://cyc2018.github.io/CS-Notes|https://github.com/CyC2018/CS-Notes
重磅 | 完备的 AI 学习路线,最详细的资源整理:地址
数据集:http://bendfunction.f3322.net:666/share/
论文连接:目标检测论文
Python-OpenCV:Python-OpenCV基础入门
OCR:https://cloud.tencent.com/developer/news/309535
目标跟踪:https://motchallenge.net/?tdsourcetag=s_pcqq_aiomsg
美化Linux:https://www.jianshu.com/p/6ef16e3b0a3e?tdsourcetag=s_pcqq_aiomsg
小样本学习数据集||Omniglot和miniImagenet||MAML算法测试:https://blog.csdn.net/weixin_41803874/article/details/92068250?tdsourcetag=s_pcqq_aiomsg
https://github.com/dragen1860/MAML-TensorFlow
交通信号灯/交通指示牌数据集相关
数据:数据集
工具:
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模型可视化工具
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模型转化工具(支持TF,Keras,Pytorch,MXNet多种主流框架):https://github.com/Microsoft/MMdnn
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PyTorch代码调试利器: 自动print每行代码的Tensor信息:连接
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支持 onnx->mnn 和 tf->mnn :https://convertmodel.com/?tdsourcetag=s_pcqq_aiomsg