Jianchao Li
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Interpret PyTorch Models with Captum
I used Captum to interpre the output of a MobileNetV2, which visualized the main regions in the input image that drove the model to …
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Feb 29, 2020
5 min read
From PyTorch to Core ML
I converted a PyTorch model to Core ML and ran it on an iPhone.
Oct 16, 2019
4 min read
Connecting Computer Vision and Natural Language
I combined my previous posts on image captioning and visual question answering and extended them to a wider topic - connecting computer …
Nov 27, 2018
8 min read
Killing Pytorch Multi Gpu Training the Safe Way
Recently I was working with PyTorch multi-GPU training and I came across a nightmare GPU memory problem. After some expensive trial and …
Nov 2, 2018
14 min read
Understanding Fully Convolutional Networks
I will start from the problem of semantic segmentation, introduce how to use CNNs to solve it, and talk about fully convolutional …
Sep 15, 2018
30 min read
A Dive Into Visual Question Answering
I read some papers on VQA and summarized its state-of-the-art, bottlenecks and possible solutions.
Aug 27, 2018
6 min read
Playing With Image Captioning
I have been fascinated by image captioning for some time but still have not played with it. I gave it a try today using the open source …
Aug 8, 2018
5 min read
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