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z6-;m2hV~^KjuWsw>gwvYS)JKNUwmhH8}K?&dC->l*xm|f)F%#La8@o|`Hk$yz!W;i zh^9-QpIT*Ud)$U4%(%6IRNxXn<3>L`Jw1IJ%pv=k&9u8pOR-czAg4hY#oC8G40>avwcP1!PjucqjpF_v;7EK0SbAS{peuhHnRO2N}va914HwIq!dRJ9XyKwaA(QVYmNDVdnJQq{Zm)5-*9tjHr zZR?cWYv{stn-sT!F?=$eH?9 zIR7=b_dhVLjf8cZlV||C*zT&R`VfX(}9m_=G4~lc4gf(B1y=9h#SlOSf{`bY- F{~!Oak_rF- literal 0 HcmV?d00001 diff --git a/Filter_Analysis/fgsm.py b/Filter_Analysis/fgsm.py index 75a82d2..cf1dc54 100644 --- a/Filter_Analysis/fgsm.py +++ b/Filter_Analysis/fgsm.py @@ -9,7 +9,7 @@ import cv2 from mnist import Net from pykuwahara import kuwahara -epsilons = np.arange(0.05,0.35,0.05) +epsilons = np.arange(0.0,0.35,0.05) pretrained_model = "mnist_cnn_unfiltered.pt" use_cuda=False @@ -211,8 +211,23 @@ def filtered(data, batch_size=64, filter="kuwahara"): for i in range(batch_size): filtered_images[i] = cv2.bilateralFilter(images[i], 5, 50, 50).reshape(filtered_images[i].shape) elif filter == "snap_color": + num_colors = 2 for i in range(batch_size): - filtered_images[i] = (images[i]*4).astype(int).astype(float) / 4 + # If the channel contains any negative values, define the lowest negative value as black + min_value = np.min(images[i]) + if (min_value < 0): + filtered_images[i] = images[i] + min_value + + # If the color space extends beyond [0,1], re-scale all of the colors to that range + max_value = np.max(filtered_images[i]) + if (max_value > 1): + filtered_images[i] *= (num_colors/max_value) + filtered_images[i] = filtered_images[i].astype(int).astype(float)*(max_value/num_colors) + else: + filtered_images[i] *= num_colors + filtered_images[i] = filtered_images[i].astype(int).astype(float)/num_colors + if (min_value < 0): + filtered_images[i] -= min_value # Modify the data with the filtered image filtered_images = filtered_images.transpose(0,3,1,2)