Alex Filipkowski — accepted AI-conference papers

2022

StyleBabel: Artistic Style Tagging and Captioning

Dan Ruta, Andrew Gilbert, Pranav Aggarwal, Naveen Marri, Ajinkya Kale, Jo Briggs +6

ECCV 2022poster

"We present StyleBabel, a unique open access dataset of natural language captions and free-form tags describing the artistic style of over 135K digital artworks, collected via a novel participatory method from experts studying at specialist art and design schools. StyleBabel was collected via an ite…

Cited by 15 Source ↗PDF ↗Scholar ↗

2021

ALADIN: All Layer Adaptive Instance Normalization for Fine-Grained Style Similarity

Dan Ruta, Saeid Motiian, Baldo Faieta, Zhe Lin, Hailin Jin, Alex Filipkowski +2

ICCV 2021poster

We present ALADIN (All Layer AdaIN); a novel architecture for searching images based on the similarity of their artistic style. Representation learning is critical to visual search, where distance in the learned search embedding reflects image similarity. Learning an embedding that discriminates fin…

Cited by 32 PDF ↗Scholar ↗