most citedCounterfactual contrastive learning: robust representations via causal image synthesis

9 citations

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2 papers

cs.CV2024★ 9 cited

Robust image representations with counterfactual contrastive learning

Mélanie Roschewitz, Fabio De Sousa Ribeiro, Tian Xia +2

Contrastive pretraining can substantially increase model generalisation and downstream performance. However, the quality of the learned representations is highly dependent on the d…

cs.CV2024★ 9 cited

Counterfactual contrastive learning: robust representations via causal image synthesis

Melanie Roschewitz, Fabio De Sousa Ribeiro, Tian Xia +2

Contrastive pretraining is well-known to improve downstream task performance and model generalisation, especially in limited label settings. However, it is sensitive to the choice…