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Explore my academic publications, technical articles, and written content.

High-performance image generation using Stable Diffusion in KerasCV
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High-performance image generation using Stable Diffusion in KerasCV

2022-09-01
Generate new images using KerasCV's StableDiffusion model.
machine-learning
Teach StableDiffusion new concepts via Textual Inversion
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Teach StableDiffusion new concepts via Textual Inversion

2022-11-15
Learning new visual concepts with KerasCV's StableDiffusion implementation.
machine-learninggenerative-ai
Marine Animal Object Detection with KerasCV
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Marine Animal Object Detection with KerasCV

2022-12-10
Use deep learning to detect marine animals including sharks, turtles, penguins, puffins, jellyfish and more!
machine-learningobject-detection
Efficient Graph-Friendly COCO Metric Computation for Train-Time Model Evaluation
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Efficient Graph-Friendly COCO Metric Computation for Train-Time Model Evaluation

2022-07-25
Pre-print written alongside Francois Chollet on a novel algorithm to closely approximate Mean Average Precision within the constraints of the TensorFlow graph. The algorithm used in the publication is used in the KerasCV COCO metric implementation, and can be used to perform train time evaluation with any KerasCV object detection model.
machine-learningopen-source
D
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Deep Learning Object Detection Approaches to Signal Identification

2022-10-16
Pre-print written for ICASSP 2022. We decided not to continue this line of work, but our results and our spectrogram object detection dataset are open source and available on GitHub. If you'd like to finish this work and attempt to get it published, feel free to reach out.
machine-learningobject-detection
Parametric Spectral Filters for Fast Converging, Scalable Convolutional Neural Networks
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Parametric Spectral Filters for Fast Converging, Scalable Convolutional Neural Networks

2021-06-01
Primary author of 2021 ICASSP Publication: Parametric Spectral Filters for Fast Converging, Scalable Convolutional Neural Networks. Please see GitHub repo for full information.
machine-learning