SOLUTIONS.md

ranklist

repo	score
NicholasKX/ai_image_detector	0.953
Yuzi0123/AI-image-classification	0.8792
Dexg/Discriminator	0.8344
zhouyifengCode/ai_real_pic_detection	0.784
chixiaohang2023/AIGC_TWO_CLASSES	0.7486
arance/ai2class	0.7336
kahsolt/AIGC-clf	0.71
jieXu/mindCon5-twoClass	0.5096
FrankLiu/paddlepaddle	0.4992
codeer/cls	0.475

solutions

⚪ NicholasKX/ai_image_detector

• model: resnet50
• optim: Adam[lr=1e-5~1e-7], epoch=30, bs=192
• transform
  • infer
    • Resize(224)
    • RandomCrop(224)
    • Norm[imagenet]

⚪ Yuzi0123/AI-image-classification

• model: cmt_small
• optim: Adamw[lr=2e-3~1e-5], epoch=50, bs=200
• transform:
  • train:
    • Resize(224)
    • Resize(224)
  • infer: ImagenetTransform

⚪ Dexg/Discriminator

• model: Unet/resnet50
• optim: Adam[lr=2e-5], epoch=100, bs=128
• data: [train=21796/valid=1121]

⚪ zhouyifengCode/ai_real_pic_detection

• model: mobilenet_v3_small
• transform
  • Resize(448)
  • Crop(0.875)
  • Norm[imagenet]

⚪ chixiaohang2023/AIGC_TWO_CLASSES

• model: xception
• transform: ImagenetTransform

⚪ arance/ai2class

• model: resnet50
• optim: Adam[lr=1e-3], epoch=100, bs=128
• data: imagenet_sd_small [train=63854/valid=3200]
• transform: ImagenetTransform

⚪ jieXu/mindCon5-twoClass

• model: googlenet
• optim: Adam[lr=1e-4], epoch=1, bs=128
• transform: None

⚪ FrankLiu/paddlepaddle

• model: densenet121
• optim: Adam[lr=1e-4], epoch=10, bs=16
• transform: ImagenetTransform

⚪ codeer/cls

• model: resnext50
• optim: SGD[lr=1e-4]
• data: imagenet_ai_0424_wukong
• transform
  • train
    • Resize(256)
    • RandomCrop(224)
    • RandomHorizontalFlip
    • Norm[imagenet]
  • infer
    • Resize(256)
    • CenterCrop(224)
    • Norm[imagenet]

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by Armit 2024年1月22日