From 0b4338a653da0e92e5211e0213334aa9f1389504 Mon Sep 17 00:00:00 2001 From: Rishik Mourya Date: Wed, 2 Dec 2020 12:20:28 +0530 Subject: [PATCH] updated readme --- README.md | 8 ++++++-- data/watermark-unavailable/masks/mask12.png | Bin 0 -> 14625 bytes .../watermarked/watermarked1 - overmasked.jpg | Bin 0 -> 392762 bytes .../watermarked/watermarked6 - overmasked.jpg | Bin 0 -> 62543 bytes 4 files changed, 6 insertions(+), 2 deletions(-) create mode 100644 data/watermark-unavailable/masks/mask12.png create mode 100644 data/watermark-unavailable/watermarked/watermarked1 - overmasked.jpg create mode 100644 data/watermark-unavailable/watermarked/watermarked6 - overmasked.jpg diff --git a/README.md b/README.md index c18cade..a56b915 100644 --- a/README.md +++ b/README.md @@ -16,7 +16,7 @@ In this repo, I've implemented the watermark removal task, and the results are j Any watermarked image can be represented as the Hadamard product of `Original Image` and `Watermark`. -So if we know what `Watermark` is, then its just a matter of training a generator that produces outputs, such that `Watermarked Image` is equal to `Generated Image * Watermark`. The authors propose to simply use L2 loss to minimize the distance between them. +So if we know what `Watermark` is, then its just a matter of training a generator that produces outputs, such that `Watermarked Image` is equal to `Generated Image * Watermark`. And the authors propose to simply use L2 loss to minimize the distance between them. The generator simply takes the random noise with same height and width as of watermarked image, which we can regularize, and produces the outputs. Here's a sample test run- @@ -122,6 +122,8 @@ Here are some sample overlays... ![Overlay example](outputs/watermark-unavailable/overlays/overlay2.png) +And the final step is to simply follow the above training procedure, by simply replacing the supposedly given watermark with our drawn overlay. + ## # Time for the results A sample progress of the generator: @@ -156,4 +158,6 @@ A sample progress of the generator: ![Experiment result](outputs/watermark-unavailable/output6.png) -As I said earlier, the outputs are highly realistic with almost unnoticeable artefacts. \ No newline at end of file +As I said earlier, the outputs are highly realistic with almost unnoticeable artefacts. + +# Author - Rishik Mourya \ No newline at end of file diff --git a/data/watermark-unavailable/masks/mask12.png b/data/watermark-unavailable/masks/mask12.png new file mode 100644 index 0000000000000000000000000000000000000000..5006cd204a84341b83651f247571f4b5ef69634d GIT binary patch literal 14625 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