39 citations · 95 across the 17 of their papers we have counts for
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cs.CV2019
What Else Can Fool Deep Learning? Addressing Color Constancy Errors on Deep Neural Network Performance
Mahmoud Afifi, Michael S Brown
There is active research targeting local image manipulations that can fool deep neural networks (DNNs) into producing incorrect results. This paper examines a type of global image…
cs.CV2019★ 39 cited
Sensor-Independent Illumination Estimation for DNN Models
Mahmoud Afifi, Michael S. Brown
While modern deep neural networks (DNNs) achieve state-of-the-art results for illuminant estimation, it is currently necessary to train a separate DNN for each type of camera senso…