1 小目标检测：

综述：

综述论文Augmentation for small object detection

深度学习笔记（十）Augmentation for small object detection（翻译）

吴建明wujianning：小目标检测的增强算法

机器之心：什么是小样本学习？这篇综述文章用166篇参考文献告诉你答案

2 目标检测

论文追踪：https://github.com/amusi/awesome-object-detection

综述文章：

1） Object Detection in 20 Years: A Survey

论文下载：https://arxiv.org/abs/1905.05055

论文阅读：论文笔记-2019-Object Detection in 20 Years: A Survey

2）A Survey of Deep Learning-based Object Detection

论文下载：https://arxiv.org/abs/1907.09408

论文阅读：墨仆：读 A Survey of Deep Learning-based Object Detection

3）Recent Advances in Deep Learning for Object Detection

论文下载：https://arxiv.org/abs/1908.03673

论文阅读：一个啥都不会的程序猿：目标检测综述-Deep Learning for Object Detection（一）

4）Deep Learning for Generic Object Detection: A Survey

论文下载：Deep Learning for Generic Object Detection: A Survey

论文阅读：Deep Learning for Generic Object Detection: A Survey -- 目标检测综述总结

跑者小越：私藏多年的目标检测好文分享 (不收藏血亏)

3 数据增强

chaser：A survey on Image Data Augmentation 数据增强文献综述​zhuanlan.zhihu.comCrazyVertigo：数据增强方法​zhuanlan.zhihu.comCrazyVertigo：GridMask Data Augmentation​zhuanlan.zhihu.comhttps://github.com/CrazyVertigo/awesome-data-augmentation​github.comTom Hardy：汇总|目标检测中的数据增强、backbone、head、neck、损失函数​zhuanlan.zhihu.com

4 卷积神经网络

1）

论文地址：https://arxiv.org/abs/1803.08834

94页论文综述卷积神经网络：从基础技术到研究前景

2）A Survey of the Recent Architectures of Deep Convolutional Neural Networks

论文阅读：Deep learning_CNN_Review：A Survey of the Recent Architectures of Deep Convolutional Neural Networks--2019

论文下载：A Survey of the Recent Architectures of Deep Convolutional Neural Networks

5 类别不均衡

ChenJoya：Imbalance Problems in Object Detection: A Review

https://github.com/kemaloksuz/ObjectDetectionImbalance

鑫鑫淼淼焱焱：类别不平衡学习资源推荐

ZhiningLiu1998/awesome-imbalanced-learning

6 关于深度学习优化方法

1）https://mp.weixin.qq.com/s/hbJjWah8pzT3PskwqTCUkQ

2）链接:https://pan.baidu.com/s/1DCQYTfG5deU4zTIrJcuLSQ 密码:x22d

7 NMS

Adaptive NMS: Refining Pedestrian Detection in a Crowd

论文阅读：论文阅读2(CVPR2019):Adaptive NMS:Refining Pedestrian Detection in a Crowd

论文下载：Adaptive NMS: Refining Pedestrian Detection in a Crowd

8 模型训练

1) Bag of Freebies for Training Object Detection Neural Networks

论文下载：Bag of Freebies for Training Object Detection Neural Networks

论文阅读：

李沐等将目标检测绝对精度提升 5%，不牺牲推理速度​www.jiqizhixin.com
sticky：深度学习 cnn trick合集​zhuanlan.zhihu.com

9 目标检测中attention

1）Relation Networks for Object Detection

论文阅读：Relation Networks for Object Detection算法笔记

论文下载；Relation Networks for Object Detection

10)IoU

CrazyVertigo：目标检测回归损失函数简介：SmoothL1/IoU/GIoU/DIoU/CIoU Loss​zhuanlan.zhihu.com

11)模型加速

CrazyVertigo：【模型压缩和加速】inception/mobilenet/squeezenet/shuffle​zhuanlan.zhihu.com简枫：一文看懂深度学习模型压缩和加速​zhuanlan.zhihu.com

12）实验效率及可视化

LiuFG：提高DL实验效率神器初体验-fitlog/nni/determind​zhuanlan.zhihu.com

13）小目标学习

机器之心：什么是小样本学习？这篇综述文章用166篇参考文献告诉你答案​zhuanlan.zhihu.com

14）目标检测tricks

https://zhuanlan.zhihu.com/p/141878389

初识CV：目标检测比赛中的tricks（已更新更多代码解析）​zhuanlan.zhihu.comroger：目标检测中的Tricks​zhuanlan.zhihu.com

未完待续！！！