Diffusion-based Aesthetic QR Code Generation via Scanning-Robust Perceptual Guidance

1 code implementation • 23 Mar 2024 • Jia-Wei Liao, Winston Wang, Tzu-Sian Wang, Li-Xuan Peng, Cheng-Fu Chou, Jun-Cheng Chen

In this paper, we introduce a novel diffusion-model-based aesthetic QR code generation pipeline, utilizing pre-trained ControlNet and guided iterative refinement via a novel classifier guidance (SRG) based on the proposed Scanning-Robust Loss (SRL) tailored with QR code mechanisms, which ensures both aesthetics and scannability.

Code Generation

Prediction of Small Molecule Kinase Inhibitors for Chemotherapy Using Deep Learning

no code implementations • 30 Jun 2019 • Niranjan Balachandar, Christine Liu, Winston Wang

The current state of cancer therapeutics has been moving away from one-size-fits-all cytotoxic chemotherapy, and towards a more individualized and specific approach involving the targeting of each tumor's genetic vulnerabilities.