It is therefore very important to design effective result visualisation schemes that can facilitate users find what they are looking for. It appears not much research has been directed to the design of visualisation schemes specifically suited for image retrieval. Again, integrating visualisation algorithms with retrieval algorithms is likely help advancing state of the art. 4.4. Challenges and opportunities Very little research has gone into integrating feature representations and image understanding algorithms with the design of user interface, interactive tool, and result visualisation schemes.
That they work together seamlessly to advance state of the art in image and video retrieval. It is believed that integrated solutions will be a fertile area for innovation Spain phone number list and we hope more researchers will pay attention to this direction. 5. Applications of image and video retrieval The final challenge in the years ahead for image and video retrieval includes improving existing applications and developing new applications. The challenge lies in how algorithms running behind the interface, including feature representations and image understanding algorithms can be used to help interface design, and how the design of the interface can compensate for some of the shortcomings of the backend algorithms.
Include image search on the Internet, organizing personal photo album, and specific domains such as medical imaging (Müller et al., 2004) and visual localization (Sattler et al., 2012). With the development of new technologies such as deep learning, there have already been many works applying deep learning for image retrieval. As deep learning requires huge amount of labeled training data, how image retrieval may be used to help prepare training datasets for improving deep model training, and in training general artificial intelligence model through continuous learning is an intriguing problem. Aor image retrieval would be how it may help advancing scientific research in fields such as biomedicine and environmental sciences.
Another particularly interesting direction of application I am exploring lies in marketing dissertation help. This field, in my opinion, has enormous potential for innovative strategies and concepts. For me, going into this area will essentially help students and researchers bridge the gap between theory and practical application.