Gemini vs GPT-4V: A Preliminary Comparison and Combination of Vision-Language Models Through Qualitative Cases

1 code implementation • 22 Dec 2023 • Zhangyang Qi, Ye Fang, Mengchen Zhang, Zeyi Sun, Tong Wu, Ziwei Liu, Dahua Lin, Jiaqi Wang, Hengshuang Zhao

We conducted a series of structured experiments to evaluate their performance in various industrial application scenarios, offering a comprehensive perspective on their practical utility.

Image Data Augmentation for Deep Learning: A Survey

no code implementations • 19 Apr 2022 • Suorong Yang, Weikang Xiao, Mengchen Zhang, Suhan Guo, Jian Zhao, Furao Shen

By improving the quantity and diversity of training data, data augmentation has become an inevitable part of deep learning model training with image data.

Data Augmentation Image Classification +3