convexAdam Learn2Reg 2021 Submission Fast and accurate optimisation for registration with little learning Excellent results on Learn2Reg 2021 challenge for multimodal CT/MR registration (Task1) intra-patient lung CT alignment (Task2) and inter-patient whole brain MRI deformations (Task3) Challenge Website