This work introduces PROWBench, comprising 170 programmatically constructed episodes and 600 proxy videos covering diverse scenes and interactions, and evaluates entity control, long-horizon memory, and adherence to the prescribed timeline and the visual realization of timestamped engine-recorded events.
Zheng-Hui Huang, Gui-Xu Lin, Yu-Ju Tsai et al.· 1 citation
The Programmable World Model is introduced, a framework that decouples world-state evolution from visual observation generation and demonstrates the effectiveness of separating explicit state evolution from generative rendering for building persistent, programmable worlds.
Zheng-Hui Huang, Gui-Xu Lin, Jia-Cheng Lin et al.· 11 citations· ⚡2
UGDiff, a novel diffusion guidance paradigm designed to further improve the perception-distortion balance, is introduced, which first estimates the reconstruction uncertainty of the latent features corresponding to a high-fidelity image and guides the diffusion process to selectively restore high-frequency details in h...
Ren Wang, Yung-Yu Chuang· International Conference on...· 0 citations
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