53 citations · 162 across the 33 of their papers we have counts for
4 papers · 1 filter
Memory-Guided B-Roll Generation from User Video Collections
Cusuh Ham, Fabian Caba Heilbron, Josef Sivic +1
We introduce an approach for collection-grounded B-roll sequence generation. Given a user's video collection, a directive given in natural language, and a target duration, the goal…
Controlling Embedding Spaces with Text-Conditioned Transformations
Joseph Fioresi, Fabian Caba Heilbron, Pankaj Nathani +2
Multimodal embedding spaces in models like CLIP enable powerful capabilities such as semantic similarity retrieval and cross-modal zero-shot classification. These embeddings compre…
Autoregressive Modeling of Film with Applications in Video Montage
Marcelo Sandoval-Castañeda, Fabian Caba Heilbron, Shiry Ginosar +4
This work introduces FilmGPT, an autoregressive transformer designed to address the challenge of video montage--turning a collection of raw, "unwatchable" footage into coherent cin…
Gen2Balance: Generative Balancing for Long-Tailed Video Action Recognition
Prajwal Gatti, Simon Jenni, Fabian Caba Heilbron +1
We address the problem of training on long-tailed data for video action recognition. We propose to augment the training set using a text-to-video generative model, conditioned on d…