We participated in gastrointestinal image analysis (GIANA) challenge for detection of polyps from colonoscopy videos, and vascular lesion and inflammation diseases detection from CVE videos. The challenge is organized along international conference on medical image computing and computer assisted intervention (MICCAI2018). A new set of training dataset is provided and ground truth data for the test dataset was kept with the challenge organizers.