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04/21/2023
Speed Is All You Need: On-Device Acceleration of Large Diffusion Models via GPU-Aware Optimizations
The rapid development and application of foundation models have revoluti...
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08/24/2022
Efficient Heterogeneous Video Segmentation at the Edge
We introduce an efficient video segmentation system for resource-limited...
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01/10/2020
Efficient Memory Management for Deep Neural Net Inference
While deep neural net inference was considered a task for servers only, ...
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10/10/2019
Unconstrained Road Marking Recognition with Generative Adversarial Networks
Recent road marking recognition has achieved great success in the past f...
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10/09/2019
SNIDER: Single Noisy Image Denoising and Rectification for Improving License Plate Recognition
In this paper, we present an algorithm for real-world license plate reco...
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07/03/2019
On-Device Neural Net Inference with Mobile GPUs
On-device inference of machine learning models for mobile phones is desi...
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06/14/2019