文献链接

图像分类(Classification)

AlexNet http://papers.nips.cc/paper/4824-imagenet-classification-with-deep-convolutional-neural-networks.pdf
VGG https://arxiv.org/abs/1409.1556
GoogLeNet, Inceptionv1(Going deeper with convolutions) https://arxiv.org/abs/1409.4842
Batch Normalization https://arxiv.org/abs/1502.03167
Inceptionv3(Rethinking the Inception Architecture for Computer Vision) https://arxiv.org/abs/1512.00567
Inceptionv4, Inception-ResNet https://arxiv.org/abs/1602.07261
Xception(Deep Learning with Depthwise Separable Convolutions) https://arxiv.org/abs/1610.02357
ResNet https://arxiv.org/abs/1512.03385
ResNeXt https://arxiv.org/abs/1611.05431
DenseNet https://arxiv.org/abs/1608.06993
NASNet-A(Learning Transferable Architectures for Scalable Image Recognition) https://arxiv.org/abs/1707.07012
SENet(Squeeze-and-Excitation Networks) https://arxiv.org/abs/1709.01507
MobileNet(v1) https://arxiv.org/abs/1704.04861
MobileNet(v2) https://arxiv.org/abs/1801.04381
MobileNet(v3) https://arxiv.org/abs/1905.02244
ShuffleNet(v1) https://arxiv.org/abs/1707.01083
ShuffleNet(v2) https://arxiv.org/abs/1807.11164
EfficientNet https://arxiv.org/abs/1905.11946
CSPNet https://arxiv.org/abs/1911.11929
RegNet https://arxiv.org/abs/2003.13678
NFNets(High-Performance Large-Scale Image Recognition Without Normalization) https://arxiv.org/abs/2102.06171

目标检测(Object Detection)

R-CNN https://arxiv.org/abs/1311.2524
Fast R-CNN https://arxiv.org/abs/1504.08083
Faster R-CNN https://arxiv.org/abs/1506.01497
Mask R-CNN https://arxiv.org/abs/1703.06870
SSD https://arxiv.org/abs/1512.02325
FPN(Feature Pyramid Networks for Object Detection) https://arxiv.org/abs/1612.03144
RetinaNet(Focal Loss for Dense Object Detection) https://arxiv.org/abs/1708.02002
YOLOv1 https://arxiv.org/abs/1506.02640
YOLOv2 https://arxiv.org/abs/1612.08242
YOLOv3 https://arxiv.org/abs/1804.02767
YOLOv4 https://arxiv.org/abs/2004.10934

Others

Microsoft COCO: Common Objects in Context https://arxiv.org/abs/1405.0312
The PASCALVisual Object Classes Challenge: A Retrospective http://host.robots.ox.ac.uk/pascal/VOC/pubs/everingham15.pdf