Research map / Learning theory and algorithms / Optimal transport
Guiding the One-to-One Mapping in CycleGAN via Optimal Transport
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add task-specific optimal-transport barycenter reference loss | CycleGAN · Car-to-Chair | mismatching degree (× 10^4): 1.026 -> 0.2788 | Helped |
| set reference-loss weight λ_ref to 50 (ablation) | OT-CycleGAN · Car-to-Chair | mismatching degree (× 10^4): 1.026 -> 0.5634 | Helped |
| set reference-loss weight λ_ref to 100 (ablation) | OT-CycleGAN · Car-to-Chair | mismatching degree (× 10^4): 1.026 -> 0.3393 | Helped |
| set reference-loss weight λ_ref to 300 instead of 200 (ablation) | OT-CycleGAN · Car-to-Chair | mismatching degree (× 10^4): 0.2788 -> 0.2865 | Hurt |
| set reference-loss weight λ_ref to 500 instead of 200 (ablation) | OT-CycleGAN · Car-to-Chair | mismatching degree (× 10^4): 0.2788 -> 0.3023 | Hurt |
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