Machine-Led Mood Change
6 granted U.S. patents, first granted 2017.
US 9,792,084; US 10,048,931; US 10,613,821; US 11,513,760; US 11,853,645; US 12,204,817
Patents and Publications
Contributions in machine listening, machine learning, signal processing, and personalized media systems.
33 granted U.S. patents from my work at Gracenote in machine listening and audio, and 8 publications in music information retrieval and diabetes research. Full patent lists on Justia, filed under Cameron Aubrey Summers and Cameron A. Summers.
Patents
Characterizing Audio Using Transchromagrams
2 granted U.S. patents, first granted 2018.
US 10,147,407; US 10,475,426
Model-Based Media Classification Service Using Sensed Media Noise Characteristics
2 granted U.S. patents, first granted 2020.
US 10,635,701; US 10,678,828
Methods and Apparatus for Audio Equalization Based on Variant Selection
7 granted U.S. patents, first granted 2020.
US 10,798,484; US 11,375,311; US 11,481,628; US 11,902,760; US 12,165,062; US 12,238,492; US 12,755,153
Responding to Remote Media Classification Queries Using Classifier Models and Context Parameters
2 granted U.S. patents, first granted 2021.
US 10,902,043; US 12,443,642
Methods and Apparatus for Audio Equalization
4 granted U.S. patents, first granted 2021.
US 10,944,371; US 10,998,872; US 11,611,800; US 12,081,833
Methods and Apparatus for Dynamic Volume Adjustment via Audio Classification
3 granted U.S. patents, first granted 2021.
US 11,086,591; US 11,775,250; US 12,061,840
Methods and Apparatus to Adjust Audio Playback Settings
2 granted U.S. patents, first granted 2022.
US 11,218,125; US 11,223,340
Methods and Apparatus for Playback Using Pre-Processed Profile Information and Personalization
3 granted U.S. patents, first granted 2023.
US 11,792,481; US 12,167,084; US 12,568,274
Generating a Video Presentation to Accompany Audio
2 granted U.S. patents, first granted 2024.
US 11,915,722; US 12,400,683
Publications
Variation in Hypoglycemia Risk During Real-World Physical Activity in Adults with Type 1 Diabetes: Insights from the Type 1 Diabetes Exercise Initiative
Dhaliwal, Mehak, et al. Diabetes Technology & Therapeutics (2025).
Modeling Metabolic Changes in Glucose Physiology during Physical Activity in T1D
Aiello, M., et al. Diabetes 74.Supplement_1 (2025): 268-OR.
Identifying Insulin and Non-Insulin-Mediated Mechanisms during Physical Activity from Real-World T1D Data
Aiello, M., et al. Diabetes 74.Supplement_1 (2025): 572-P.
Understanding Hypoglycemia Risk in Unstructured Real-World Physical Activities in Adults with Type 1 Diabetes
Dhaliwal, Mehak P., et al. Diabetes 73.Supplement_1 (2024): 1835-LB.
Instrument Activity Detection in Polyphonic Audio Music Using Deep Neural Networks
Gururani, S. et al. ISMIR 2018.
GNMID14: A Collection of 110 Million Global Music Identification Matches
Summers, C. et al. ACM SIGIR 2016.
Temporal Context Identification with User Listening Data
Summers, C. and Popp, P. ISMIR 2015.
Large Scale Discovery of Seasonal Music from User Data
Summers, C. and Popp, P. UMAP 2015 Extended Proceedings.