Scientist
I2R, A*STAR

E-mail: adamgoodge@hotmail.com

I'm a scientist at the Institute for Infocomm Research (I2R), Agency of Science of Technology and Research of Singapore (A*STAR). I was a PhD student in the School of Computing at the National University of Singapore and recipient of the Singapore International Graduate Award (SINGA) scholarship from 2018-2022. My expertise is in state-of-the-art deep-learning techniques for the challenging task of anomaly detection in various applications. I am also interested in developments in foundation models, generative AI and multi-modality such as vision-language modelling.

• Yushu Li, Yongyi Su, Adam Goodge, Kui Jia, Xun Xu. Efficient and Context-Aware Label Propagation for Zero-/Few-Shot Training-Free Adaptation of Vision-Language Model , The Thirteenth International Conference on Learning Representations (ICLR) 2025.
• Adam Goodge, Bryan Hooi, Wee Siong Ng. When Text and Images Don't Mix: Bias-Correcting Language-Image Similarity Scores for Anomaly Detection, The British Machine Vision Conference (BMVC) 2024.
• Jingyi Liao, Xun Xu, Manh Cuong Nguyen, Adam Goodge, Chuan Sheng Foo. COFT-AD: COntrastive Fine-Tuning for Few-Shot Anomaly Detection , IEEE Transactions on Image Processing (TIP) 2024
• Yiting Li, Adam Goodge, Fayao Liu, Chuan-Sheng Foo. PromptAD: Zero-Shot Anomaly Detection Using Text Prompts, Winter Conference on Applications of Computer Vision (WACV) 2024.
• Adam Goodge, Bryan Hooi, See Kiong Ng, Wee Siong Ng. ARES: Locally Adaptive Reconstruction-based Anomaly Scoring , European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECMLPKDD) 2022
• Ailin Deng, Adam Goodge, Lang Yi Ang, Bryan Hooi. CADET: Calibrated Anomaly Detection for Mitigating Hardness Bias, International Joint Conference on Artificial Intelligence (IJCAI) 2022.
• Adam Goodge, Bryan Hooi, See Kiong Ng, Wee Siong Ng. LUNAR: Unifying Local Outlier Detection Methods via Graph Neural Networks, AAAI Conference on Artificial Intelligence (AAAI) 2022.
• Adam Goodge, Bryan Hooi, See Kiong Ng, Wee Siong Ng. Robustness of Autoencoders for Anomaly Detection Under Adversarial Impact, International Joint Conference on Artificial Intelligence (IJCAI) 2020.