The Applied Computer Vision Lab, our support team at DKFZ, is dedicated to catalyzing research in Helmholtz and beyond through customized image analysis solutions. Specifically, we support researchers in the annotation of image data, build tailored AI algorithms to optimally solve their problems, provide out-of-the-box solutions that can be applied across domains and accelerate the development of new algorithms. Finally, we are dedicated to improving algorithm evaluation through organizing competitions, supporting the choice of appropriate metrics and evaluation schemes.