Ting-Wu Chin | DeepAI

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Featured Co-authors

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Diana Marculescu
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Ari S. Morcos
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Ruizhou Ding
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Aman Jain
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∙ 06/30/2022

QUIDAM: A Framework for Quantization-Aware DNN Accelerator and Model Co-Exploration

As the machine learning and systems communities strive to achieve higher...

14 Ahmet Inci, et al. ∙

∙ 06/22/2022

Play It Cool: Dynamic Shifting Prevents Thermal Throttling

Machine learning (ML) has entered the mobile era where an enormous numbe...

14 Yang Zhou, et al. ∙

∙ 04/24/2021

Width Transfer: On the (In)variance of Width Optimization

Optimizing the channel counts for different layers of a CNN has shown gr...

3 Ting-Wu Chin, et al. ∙

∙ 08/22/2020

One Weight Bitwidth to Rule Them All

Weight quantization for deep ConvNets has shown promising results for ap...

0 Ting-Wu Chin, et al. ∙

∙ 07/23/2020

PareCO: Pareto-aware Channel Optimization for Slimmable Neural Networks

Slimmable neural networks provide a flexible trade-off front between pre...

0 Ting-Wu Chin, et al. ∙

∙ 02/07/2020

Improving the Adversarial Robustness of Transfer Learning via Noisy Feature Distillation

Fine-tuning through knowledge transfer from a pre-trained model on a lar...

0 Ting-Wu Chin, et al. ∙

∙ 04/28/2019

LeGR: Filter Pruning via Learned Global Ranking

Filter pruning has shown to be effective for learning resource-constrain...

0 Ting-Wu Chin, et al. ∙

∙ 04/05/2019

FLightNNs: Lightweight Quantized Deep Neural Networks for Fast and Accurate Inference

To improve the throughput and energy efficiency of Deep Neural Networks ...

0 Ruizhou Ding, et al. ∙

∙ 04/04/2019

Regularizing Activation Distribution for Training Binarized Deep Networks

Binarized Neural Networks (BNNs) can significantly reduce the inference ...

0 Ruizhou Ding, et al. ∙

∙ 02/08/2019

AdaScale: Towards Real-time Video Object Detection Using Adaptive Scaling

In vision-enabled autonomous systems such as robots and autonomous cars,...

16 Ting-Wu Chin, et al. ∙

∙ 01/21/2019

Understanding the Impact of Label Granularity on CNN-based Image Classification

In recent years, supervised learning using Convolutional Neural Networks...

0 Zhuo Chen, et al. ∙

∙ 10/04/2018

Domain Specific Approximation for Object Detection

There is growing interest in object detection in advanced driver assista...

0 Ting-Wu Chin, et al. ∙

∙ 10/01/2018

Layer-compensated Pruning for Resource-constrained Convolutional Neural Networks

Resource-efficient convolution neural networks enable not only the intel...

0 Ting-Wu Chin, et al. ∙

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