2025年7月9日
Radar - July 2025 – 4 / 4 观点
Where are we after trial, why were some claims dropped and what can we learn from the case?
Getty originally advanced three claims:
The two primary infringement claims were dropped (along with the two database right infringement claims) towards the end of the trial, leaving only the secondary infringement claim.
Getty alleged that there was infringement by copying under section 17 of the Copyright, Designs and Patents Act 1988 (CDPA) as a result of the training and development by Stability of its Stable Diffusion model.
The precise nature of Getty's claim – and the way it was defended - is important here. Getty alleged that datasets containing infringing copies of its works were downloaded and stored by Stability in the UK during the training and development of Stability's model. Stability defended the allegation on the basis that the datasets were never downloaded or stored in the UK and that it was not responsible for some of the earlier versions of the model. There was no separate issue in dispute about whether there was copying in the sense required by section 17 of the CDPA or whether the temporary copies exception applies (both unlikely to have succeeded on the facts here).
To understand how this claim came to be dropped, it's useful to consider some of the background.
Stability tried to strike out this claim in mid 2023 on the basis that no relevant activities occurred in the UK. That application was refused. While the judge found "strong support for a finding that, on the balance of probabilities, no training or development" took place in the UK, she also held that there was evidence potentially pointing away from this, inconsistencies, gaps and reasonable grounds to believe that disclosure might add to or alter the evidence. This was partly based on the fact that some Stability employees and contractors were based in the UK and/or employed by the Stability UK company. There's a clear indication in the judgment that Getty's pleadings on the training and development claim would need to be amended when the evidence came in from Stability.
Those amendments never happened (or perhaps never fully happened). Instead, Getty applied to court to introduce a Statement of Case on training and development (SOCTD) just over two months before trial to address new lines of enquiry opened up by Stability's disclosure and gaps in Stability's evidence. It was largely too late. When giving judgment on the application, the judge was clear that Getty should have applied to amend its pleadings as a priority following disclosure to particularise the facts it now sought to address. Had it done so, it might have flushed out further evidence and disclosure from Stability. Getty's original pleadings were "inchoate" and "inferential" because the evidence it needed was with Stability. That's why it advanced its case "pending the provision of disclosure and/or evidence". It could not maintain that position and use it as a "get out of jail free card" to "run whatever case it likes on the evidence at trial".
Getty's claim, therefore, largely hung on whether the witnesses that Stability had put forward stood up under cross-examination at trial. They largely did. Those called to give evidence were fairly adamant that all work was undertaken on non-UK cloud-based servers and that it would not have been necessary to download any training datasets onto UK computers or servers (which would not, in any event, have been powerful enough to undertake any training or development).
In view of this, it's easy to see why Getty felt that it had no option but to drop the claim. Given what the judge had said previously, it was always going to be difficult for Getty to ask the judge to draw adverse inferences against Stability due to gaps in Stability's evidence and the absence of key witnesses. Even though there might have been some merit to Getty's arguments that the evidence was missing, it was fairly clear from the judge's ruling on the SOCTD that she wasn't going to draw adverse inferences that she considered unparticularised and speculative.
Whether the judge would have drawn any adverse inferences even if Getty had amended its pleadings is difficult to say. It looks as though there were new lines of enquiry arising from Stability's disclosure that merited being pursued, including new datasets on which Stability's model was possibly trained and additional individuals based in the UK. However, it doesn't look like there was a "smoking gun" linking activities to the UK.
Getty's training and development claim was not an easy one. Stability's model was trained in stages using different datasets/subsets and by different groups (some possibly academic). It was an incredibly factually complex scenario, not helped by Stability's lack of record-keeping and limited witness evidence. The timetable was incredibly tight, with disclosure in November 2024, only seven months before trial (and only in unredacted form in January 2025). It's easy to see how it ended with the claim being dropped – and it's quite possible that no infringing activities did, in fact, occur in the UK.
Getty alleged that there is infringement at the output stage, when Stability's model produces synthetic images, by communication to the public under section 20 (or authorising acts of copying by end users under section 16(2)) of the CDPA. The claims related to text-to-image outputs, image-to-image outputs and text + image-to-image outputs.
At an earlier hearing, Getty had agreed to particularise this claim further by providing examples of copyright works alleged to have been infringed, although it was agreed that they need not be representative. It supplied around seventeen. Ominously, by the time the trial started, that number had been reduced to thirteen (with Stability citing chain of title issues as the reason and Getty being silent on the point). Here are a couple of the thirteen that Getty relied on.


Stability argued no infringement on numerous grounds, but its main arguments were that it had not copied a substantial part of any of Getty's thirteen works, that Getty lacked title to some of the works, and that the alleged infringements were produced by wilful contrivance by Getty.
Getty says that it dropped this claim because Stability has now successfully been able to block all use of the prompts complained of (for the text-to-image output claims) for the current cloud-based versions of its model, negating any need for an injunction. While we don't know exactly what has been agreed, if only the specific prompts used to generate the thirteen alleged infringements have been blocked and only in this narrow way, this does not seem like much of a victory for Getty.
Part of the difficulty for Getty is the way latent diffusion models work. The process of generating synthetic images involves starting with adding random noise to an image and backwards engineering an image from the "noisy" version of the image. It doesn’t produce the same image each time, even with the same prompt. While there can sometimes be memorisation (the production of images nearly identical to training images), the experts disagreed on the circumstances required and how likely memorisation was to occur. Getty's expert was of the view that the circumstances under which Stability's model was produced would have made memorisation more likely (as evidenced by the presence of Getty watermarks). However, the lack of a clear memorised output to rely on in the copyright claim did not help Getty.
The experts did agree that the two images above were both derivatives (derived from multiple similar images) and that – for the Klopp image - the Getty assets contributed. However, it's easy to see why Getty was concerned that this might not be enough to show the copying of a substantial part. This is particularly so as many of the images relied on by Getty (including the Klopp one) are arguably of low originality – a matter conceded by some of the Getty photographer witnesses. They would therefore be given a relatively narrow scope of protection. Establishing that a "substantial part" of a protected element has been taken is not easy in these circumstances.
Even if Getty had been able to get over the line on substantial part, the chain of title and wilful contrivance issues remained. By the end of the trial, title to nine out of the thirteen works alleged to be infringed remained in dispute, with the issues being so complex that over 70 pages of Getty's skeleton were devoted to title in general.
Almost as much space was spent on the wilful contrivance issue. This is Stability's argument that infringing outputs are largely only a theoretical risk and that Getty designed its prompts and experiments with the sole purpose of "forcing" infringements. The prompts used by Getty were not completely outlandish. They consisted of prompts matching the captions used to describe the images in Getty's library, reworded versions of those prompts and other invented prompts (such as those including the words "news photo" or "vector art"). Whether a Stability user would have used such prompts is another matter. Neither party was able to put forward a realistic estimate of the probability of an infringing output in the real world.
It is disappointing that we won't get a ruling on this, particularly the implications if Stability's argument was accepted that the probability of an infringing output in the real world is somewhere between small and zero. Does that mean that there is no infringement, is it to be taken into account when deciding remedies or is it completely irrelevant? There is no precedent for this. The judge might have to address this question as part of the trade mark infringement claim and it is hoped that, whatever she decides, can be transferred to future copyright cases.
After such a long piece of litigation, it is also disappointing that we won't get what would have been a very valuable ruling on other aspects of the output claim, particularly on the questions of derivation from the original work, reproduction of a substantial part, wilful contrivance, communication to the public when a single user receives the output initially, authorising user infringement and the scope of any injunction that would have been granted had infringement been found. Those thinking of pursuing output infringement claims will be closely studying the arguments in this case.
The remaining claim – and arguably the most significant and interesting - is of secondary infringement. Getty's allegation is that Stability has imported an article (namely, the model weights) which is – and which Stability knows or has reason to believe is - an infringing copy of Getty's copyright works contrary to section 22 of the CDPA. (Its claim as regards section 23 fell with the training and development claim, although Stability doesn't seem to have got that message.)
The parties agree that the model weights are supplied to users when they download Stability's model but that the model weights do not contain the images used to train the model themselves. No model weights are supplied to users for the cloud-based version of Stability's model. It is hardly surprising then that Getty's main arguments on this relate to the downloadable versions of Stability's model although it did plead secondary infringement for both the downloadable and cloud-based versions. It is also worth bearing in mind that Stability does not argue that the safe harbour defence applies for the downloadable versions of its model.
The claim largely hinges on two questions of law, neither of which has previously been decided: whether an article can be an infringing copy if it no longer retains a copy of the copyright works; and whether an article can be something intangible such as model weights.
Assuming Getty is able to get over these hurdles (possible), it would have to show that Stability's model is an "infringing copy" as a matter of fact, the requisite knowledge/reason to believe and that the acts of importation occurred (or are threatened).
The judge has said that a decision is unlikely before the summer recess but she will aim to deliver it in the next court term. Given how meticulous she is, expect a long and well-thought-through ruling.
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