The invention relates to a high-dynamic-range illumination
estimation method and device and a storage medium, and aims to recover a physically real high-dynamic-range environment map with consistent
time sequence from a common low-dynamic-range
video sequence by utilizing space-time generation prior of a video generation model and constructing a video interior drawing task. Applying a
mask to an input video, and guiding the model to generate a virtual optical probe containing surrounding environment reflection information in the center of a picture in combination with a specific text prompt; a
high dynamic range perception variational auto-
encoder is constructed, and a learnable
tone mapping and
inverse tone mapping adapter is introduced to enable a video
diffusion model to directly understand and output
high dynamic range illumination features in a logarithm domain submerged space. According to the method, a high-quality dynamic high-
dynamic range environment sequence can be output, higher robustness is achieved when dynamic scenes, rapid camera motion and complex shielding are processed, and the method is suitable for application such as
augmented reality, virtual object implantation and scene re-illumination.