Computer Vision Related
Todo List
- Representation Learning
- Inductive Bias Learning
- Transfer Learning
- Domain Adaptation
- Semi-supervised Learning
- Self-supervised Learning
9 notes
Adversial Learning
CNN backbones
CNN backbones 结构介绍 LeNet5(1998) AlexNet8(2012) VGG(2014) VGG16 VGG19 GoogLeNet22(2014) Inception v1 v4 ResNet(2015) ResNet50 ResNet101 DRN 26 Semantic Segmentation $p {ij}$: 被预测为 $...
Contrastive Learning
Datasets
Place365 CIFAR 10 ImageNet SVHN
Domain Adapation
Adversial GAN: $\min G\max D V(D,G)=E {x\sim p {\text{data}(x)}}[\log D(x)]+E {z\sim p z(z)}[\log (1 D(x))]$ cGAN: $\min G\max D V(D,G)=E {x\sim p {\text{data}(x|y)}}[\log D(x)]+E...
Few-Shot-Learning
Information
会议 录取率为 2019 数据，截稿时间约提前 5 个月 AAAI(The AAAI Conference on Artificial Intelligence): AI, 2 初, AC 1591 20.6% IJCAI(International Joint Conference on Artificial Intelligence): AI, 8 末,...
Self-Supervised Learning
Imagenet PASCAL VOC: 20 classes, $3\times10^4$ Imagenet 40 ILSVRC (Imagenet 1K): 1000 classes, $1.28\times 10^6$ IMAGENET: 20000 classes, $1.5\times10^7$ pretext tasks Crop Resize...