Research map / Image generation / GANs
Twin Auxilary Classifiers GAN
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add twin auxiliary classifier C^mi (TAC-GAN) to AC-GAN | AC-GAN · CIFAR100 | FID: 82.45 -> 7.22 | Helped |
| add twin auxiliary classifier to AC-GAN | AC-GAN · ImageNet1000 | FID: 184.41 -> 23.75 | Helped |
| add twin auxiliary classifier to AC-GAN | AC-GAN · VGGFace200 | FID: 95.70 -> 29.12 | Helped |
| TAC-GAN instead of Projection cGAN | TAC-GAN · ImageNet1000 | IS: 38.05 -> 28.86 | Hurt |
| TAC-GAN instead of Projection cGAN | TAC-GAN · VGGFace2000 | FID: 22.42 -> 13.79 | Helped |
| add pacGAN packing to TAC-GAN (ablation) | TAC-GAN · CIFAR100 | FID: 7.22 -> 6.79 | Helped |
| add pacGAN packing to AC-GAN (ablation) | AC-GAN · CIFAR100 | FID: 82.45 -> 20.94 | Helped |
| increase classifier weight lambda_c (ablation) | AC-GAN · Overlapping MNIST | proportion of overlapping digit 0 | Hurt |
| vary lambda_c (ablation) | TAC-GAN · CIFAR100 | IS/FID | No clear effect |
Closest papers by meaning
- Conditional GANs with Auxiliary Discriminative Classifier (ICML 2022 · similarity 0.94)
- Rebooting ACGAN: Auxiliary Classifier GANs with Stable Training (NeurIPS 2021 · similarity 0.91)
- Taming the Tail in Class-Conditional GANs: Knowledge Sharing via Unconditional Training at Lower Resolutions (CVPR 2024 · similarity 0.89)
- Triple Generative Adversarial Nets (NeurIPS 2017 · similarity 0.88)
- Conditional Image Synthesis with Auxiliary Classifier GANs (ICML 2017 · similarity 0.88)
- Triangle Generative Adversarial Networks (NeurIPS 2017 · similarity 0.88)
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