NOTE or WARNING from package check when README.md includes images

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I have a package with a README.Rmd that I pass to rmarkdown::render() producing README.md and a directory README_files, which contains images in README.md. This looks like the tree below.

README_files is not a standard package directory, so if it isn't in .Rbuildignore, checking the package with R CMD check shows a note:

* checking top-level files ... NOTE Non-standard file/directory found at top level: README_files

But including the directory in .Rbuildignore leads to a warning, if and only if checking the package --as-cran. IIUC Pandoc tries to generate HTML from README.md, but the images are unavailable, in the ignored README_files directory.

Conversion of ‘README.md’ failed:
pandoc: Could not fetch README_files/unnamed-chunk-14-1.png
README_files/unnamed-chunk-14-1.png: openBinaryFile: does not exist (No such file or directory)

Is there any way to get a clean check --as-cran here?

├── README_files │   └── figure-markdown_github │   ├── unnamed-chunk-14-1.png │   ├── unnamed-chunk-15-1.png │   ├── unnamed-chunk-16-1.png │   ├── unnamed-chunk-26-1.png │   └── unnamed-chunk-27-1.png ├── README.md ├── README.Rmd

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