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Actually it was quite simple.
As @Leigh suggested, it only took spoofing an http referrer with the option CURLOPT_REFERER.
In fact for every request, I just provided the domain name as the referrer and it worked.
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solved How to work around a site forbidding me to scrape their images with PHP