This work introduces ReAL, a training-free sampler that selects how far to advance using one shared lookahead, and shows that the discrepancy between uncorrected and lookahead-corrected endpoint proposals can be computed directly from the observed velocity mismatch and the candidate span beyond the lookahead.
Xuan-Hua Yin, Chuanzhi Xu, Hao-Xian Zhou et al.· 0 citations
PrefLUT is introduced, a reusable and refinable user-preference modeling framework for deployable 3D LUTs, encoding ordered preferred/non-preferred image pairs into a lightweight Reusable User Profile that is reused across queries and refined using additional user preference pairs, without per-user optimization.
Chuanzhi Xu, Lang-Yi Chen, Cheng-Kun Yue et al.· 0 citations
SciFigAlign is proposed, a fine-tuned multimodal scorer that grounds figure quality assessment in manuscript evidence and confirms that manuscript-grounded inputs, citing-context denoising, and ranking supervision are all critical, showing that scientific figure assessment requires learned alignment between visual cont...
This work introduces VirSqueezer, a framework designed to generate both localized deformations and complex squeezing dynamics, such as rupture and overflow, and enables the generation of physically realistic visual effects directly from continuous, fine-grained squeezing control signals.
Qian Zhang, Xiao-Ming Chen, Xiao-Rui Ma et al.· 0 citations
FracEvent, an event simulator that models this pixel-level lifecycle with fractional-relaxation voltage dynamics, improves the temporal structure of generated events and achieves stronger downstream-transfer results than competing simulator baselines, showing its practical value for event-camera simulation.
