kaiwen-wang/Wavelet-Phase-Diffusion

Wavelet Phase Diffusion (WPD)

Model weights for Wavelet Phase Diffusion for Structurally and Semantically Consistent Sim-to-Real Translation.

Project Page · Paper

Files

File	Stage	Description
flux.safetensors	Image	FLUX WPD LoRA for image sim-to-real translation.
flux_wo_lrf.safetensors	Image	FLUX baseline trained without Low-Frequency Randomization (LFR).
wan_high.safetensors	Video	Wan2.2-14B WPD LoRA for the high-noise stage of video translation.
wan_low.safetensors	Video	Wan2.2-14B WPD LoRA for the low-noise stage of video translation.
high_noise_model_converted.safetensors	Video	4-step high-noise checkpoint for Wan2.2-14B, converted from Wan2.2-Lightning.
low_noise_model_converted.safetensors	Video	4-step low-noise checkpoint for Wan2.2-14B, converted from Wan2.2-Lightning.

Notes

• The image models are intended for FLUX-based translation workflows.
• The video models are split across high-noise and low-noise stages.
• The baseline flux_wo_lrf.safetensors is useful for ablation comparisons against the full WPD model.