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@@ -155,7 +155,7 @@ Animations can be rendered by applying the algorithm to each source frame. For </p> ### Gradient Descent Initialization -The gradient descent is controlled using `--init_img_type` for single images and `--init_frame_type` and `--init_first_frame_type` for video frames. For a single image, the gradient descent can be initialized with white noise `random`, the content image `content`, or the style image `style`. For video frames, the gradient descent can also be initialized with the previous stylized frame `prev` or the previous stylized frame warped to the current frame `prev_warp`. White noise allows an arbitrary number of distinct images to be generated. Whereas, initializing with a fixed image converges to the same output. +The gradient descent is controlled using `--init_img_type` for single images and `--init_frame_type` or `--init_first_frame_type` for video frames. For a single image, the gradient descent can be initialized with white noise `random`, the content image `content`, or the style image `style`. For video frames, the gradient descent can also be initialized with the previous stylized frame `prev` or the previous stylized frame warped to the current frame `prev_warp`. White noise allows an arbitrary number of distinct images to be generated. Whereas, initializing with a fixed image converges to the same output. Here we reproduce Figure 6 from the first paper: <p align="center"> @@ -167,8 +167,8 @@ Here we reproduce Figure 6 from the first paper: <img src="examples/initialization/init_random_3.png" height="192px"> <img src="examples/initialization/init_random_4.png" height="192px"> </p> -*Top row (Left to right)*: Initialized with the content image, the style image, white noise with `--seed 1` -*Bottom row (Left to right)*: white noise with `--seed 2`, white noise with `--seed 3`, white noise with `--seed 4` +*Top row (Left to right)*: Initialized with the content image, the style image, white noise & `--seed 1` +*Bottom row (Left to right)*: Initialized with white noise & `--seed 2`, white noise & `--seed 3`, white noise & `--seed 4` ## Setup #### Dependencies: |