Multiple use cases are considered by our client, the final image to be analysed can be produced from a smartphone or an embedded camera into a consumer product. Each use case could generate specific constraints that will require a dedicated dataset. This variety of use case, will generate a broad range of needs in terms of shooting conditions (lens, angle, lighting conditions …). Due to this important need in terms of datasets, the objective is to identify the key partners with the competencies and tools and establish a long-term partnership.