Transport for London had refused to carry the ad on the grounds that it was "likely to cause widespread or serious offence to members of the public", and it contained "images or messages which relate to matters of public controversy and sensitivity".
Today the judge backed the TfL stance, despite her finding that there had been unfairness in its procedures.
The judge said TfL had applied its advertising policy "inconsistently and partially", but its refusal to display the gay ad was "justified and proportionate, in furtherance of the legitimate aim of protecting the rights of others".
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As disruption continues throughout the evening here's what you need to know
Fallen trees, damaged power lines and emergency speed limits were today causing chaos for rail passengers.
They will be supported by artists including Zara Larsson, G-Eazy, Wiley, Sean Paul, WizKid and an exclusive set from Bryson Tiller.