Comparing their approach to working on a car, he explains that whilst you could slightly modify the car’s design to make it go faster, real improvement comes from understanding what is happening inside and working on the engine. “We're trying to get to the heart of the problem and understand what’s happening there,” he clarifies. “After understanding the problem, we want to reinvent the engine from the beginning without modifying the details of the model.” GeoGuide lays the groundwork for further advancements in diffusion model guidance, and the team intends to continue this research direction with more papers to come. “We think our solution can be used in many other diffusion model applications,” Przemysław says. “We use the classifier for guidance, but another important task is to guide the diffusion model by another diffusion model or some version of another diffusion model. This is called classification-free guidance. We believe that our solution can also be applied to this task.” We look forward to seeing where the future takes this work, which is backed by the strong academic tradition of the team’s institution, Jagiellonian University, the oldest university in Poland. “It was established in 1364,” Jacek reveals. “I think it’s the ninth oldest in Europe and is very nice. If you want to come to Krakow, we invite you!” I visited a few months ago and it is definitely worth a visit! To learn more about GeoGuide and meet the team, visit Poster Session 1 from 11:15 to 13:00 and Oral Session 2.1: 3D Computer Vision II from 14:00 to 15:00. 7 DAILY WACV Saturday GeoGuide
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