4 papers
LoViF 2026 The First Challenge on Holistic Quality Assessment for 4D World Model (PhyScore)
Wei Luo, Yiting Lu, Xin Li +32
This paper reports on the LoViF 2026 PhyScore challenge, a competition on holistic quality assessment of world-model-generated videos across both 2D and 4D generation settings. The…
Video-Guided Foley Sound Generation with Multimodal Controls
Ziyang Chen, Prem Seetharaman, Bryan Russell +4
Generating sound effects for videos often requires creating artistic sound effects that diverge significantly from real-life sources and flexible control in the sound design. To ad…
Images that Sound: Composing Images and Sounds on a Single Canvas
Ziyang Chen, Daniel Geng, Andrew Owens
Spectrograms are 2D representations of sound that look very different from the images found in our visual world. And natural images, when played as spectrograms, make unnatural sou…
GPS as a Control Signal for Image Generation
Chao Feng, Ziyang Chen, Aleksander Holynski +2
We show that the GPS tags contained in photo metadata provide a useful control signal for image generation. We train GPS-to-image models and use them for tasks that require a fine-…