Abstract: An automated method for manufacturing objects, the method using an image capturing device and a data processing device for quality inspection, wherein the method includes a learning phase and a manufacturing phase for manufacturing the objects, wherein the learning phase comprises producing N objects considered to be acceptable; taking at least one reference primary image of each of the N objects; dividing each reference primary image into (Pk) reference secondary images (Sk,p), grouping the corresponding reference secondary images into batches of N images, and determining a compression-decompression model (Fk,p) with a compression factor (Qk,p) per batch.