ACE-Net: Fine-Level Face Alignment through Anchors and Contours Estimation

no code implementations • 2 Dec 2020 • Jihua Huang, Amir Tamrakar

We show that ACE-Net generated contours are better than contours interpolated straight from the 68 GT landmarks and ACE-Net also outperforms models trained only with full supervision from GT landmarks-based contours.

Face Alignment

Zero-Shot Learning with Knowledge Enhanced Visual Semantic Embeddings

no code implementations • 21 Nov 2020 • Karan Sikka, Jihua Huang, Andrew Silberfarb, Prateeth Nayak, Luke Rohrer, Pritish Sahu, John Byrnes, Ajay Divakaran, Richard Rohwer

We improve zero-shot learning (ZSL) by incorporating common-sense knowledge in DNNs.

Common Sense Reasoning Zero-Shot Learning