This thesis is based on a study of reproducibility issues in images processing and computational research. From a constatation of the unverifiability of scientific publications and of the implementations associated with published algorithms, we designed, created and developed a scientific journal, Image Processing On Line (IPOL), in which we propose a new method for the evaluation and publication of research in image processing, in order to improve the reliability of research algorithms and software.