Greetings!!
I am working on a project that identify the sentiment of an image using deep learning. I have read a few papers such as the following:
- Visual Sentiment Prediction with Deep Convolutional Neural Networks by Xu et al.
- Audio-Visual Sentiment Analysis for Learning Emotional Arcs in Movies by Chu et al.
- From Pixels to Sentiment: Fine-tuning CNNs for Visual Sentiment Prediction by Campos et al.
These papers are several years old. I have not seen any prominent recent papers. (My apologies, if I have missed any.) So the CNNs they have used are a bit outdated.
I am planning to use yolov8 with transfer learning to identify the sentiment. Is that approach correct? Where can I get an image sentiment dataset to train the new model? Please advise. Thank you!