In this paper, we propose an integrated approach for medical image retrieval. In particular, we present a series of experiments in medical image retrieval task. There are three main goals for our participation of this task. First, we will test traditional well-known weighting models used in text retrieval domain, such as BM25, TFIDF and Language Model (LM), for context-based image retrieval. Se...