From 5e4c722b8ca35ab07c7fcc45bac6b85a119e015d Mon Sep 17 00:00:00 2001 From: Andrey Voroshilov Date: Sat, 4 Mar 2017 21:45:12 +0300 Subject: [PATCH] Update README.md --- README.md | 41 +++++++++++++++++++++++++++ examples/tweaks/cwe01.jpg | Bin 0 -> 110363 bytes examples/tweaks/cwe10_default.jpg | Bin 0 -> 114640 bytes examples/tweaks/swe02.jpg | Bin 0 -> 104516 bytes examples/tweaks/swe14_pavg.jpg | Bin 0 -> 113476 bytes examples/tweaks/swe14_pmax.jpg | Bin 0 -> 132475 bytes examples/tweaks/swe14_pmax_pcyuv.jpg | Bin 0 -> 119562 bytes examples/tweaks/swe20.jpg | Bin 0 -> 111108 bytes 8 files changed, 41 insertions(+) create mode 100755 examples/tweaks/cwe01.jpg create mode 100755 examples/tweaks/cwe10_default.jpg create mode 100755 examples/tweaks/swe02.jpg create mode 100755 examples/tweaks/swe14_pavg.jpg create mode 100755 examples/tweaks/swe14_pmax.jpg create mode 100755 examples/tweaks/swe14_pmax_pcyuv.jpg create mode 100755 examples/tweaks/swe20.jpg diff --git a/README.md b/README.md index d5600f8..e98bb6e 100644 --- a/README.md +++ b/README.md @@ -58,6 +58,47 @@ style blend weight of 0.2: ![input-style](examples/2-style1.jpg) ![input-style](examples/2-style2.jpg) +## Tweaking + +`--style-layer-weight-exp` command line argument could be used to tweak how "abstract" +the style transfer should be. Lower values mean that style transfer of a finer features +will be favored over style transfer of a more coarse features, and vice versa. Default +value is 1.0 - all layers treated equally. Somewhat extreme examples of what you can achieve: + +![--style-layer-weight-exp 0.2](examples/tweaks/swe02.jpg) +![--style-layer-weight-exp 2.0](examples/tweaks/swe20.jpg) + +(**left**: 0.2 - finer features style transfer; **right**: 2.0 - coarser features style trasnfer) + +`--content-weight-blend` specifies the coefficient of content transfer layers. Default value - +1.0, style transfer tries to preserve finer grain content details. The value should be +in range [0.0; 1.0]. + +![--content-weight-blend 1.0](examples/tweaks/cwe10_default.jpg) +![--content-weight-blend 0.1](examples/tweaks/cwe01.jpg) + +(**left**: 1.0 - default value; **right**: 0.1 - more abstract picture) + +`--pooling` allows to select which pooling layers to use (specify either `max` or `avg`). +Original VGG topology uses max pooling, but the [style transfer paper][paper] suggests +replacing it with average pooling. The outputs are perceptually differnt, max pool in +general tends to have finer detail style trasnfer, but could have troubles at +lower-freqency detail level: + +![--pooling max](examples/tweaks/swe14_pmax.jpg) +![--pooling avg](examples/tweaks/swe14_pavg.jpg) + +(**left**: max pooling; **right**: average pooling) + +`--preserve-colors` boolean command line argument adds post-processing step, which +combines colors from the original image and luma from the stylized image (YCbCr color +space), thus producing color-preserving style trasnfer: + +![--pooling max](examples/tweaks/swe14_pmax.jpg) +![--pooling max](examples/tweaks/swe14_pmax_pcyuv.jpg) + +(**left**: original stylized image; **right**: color-preserving style transfer) + ## Requirements * [TensorFlow](https://www.tensorflow.org/versions/master/get_started/os_setup.html#download-and-setup) diff --git a/examples/tweaks/cwe01.jpg b/examples/tweaks/cwe01.jpg new file mode 100755 index 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