Introduction Using PyTorch to implement the ViT model code from scratch, training the ViT model on the CIFAR-10 dataset for image classification. Architecture of ViT The architecture of ViT is inspired by BERT, which is an encoder-only transformer model typically used for supervised learning tasks in NLP such as text classification or named entity recognition. … Read more
Source: Machine Heart Transformers have recently become the new dominators in the visual field. What specific applications does this model architecture from the NLP field have in the CV field? As an attention-based encoder-decoder architecture, Transformers have not only revolutionized the field of Natural Language Processing (NLP) but also made some pioneering contributions in the … Read more
Paper Title: VMamba: Visual State Space Model Authors: Yue Liu, Yunjie Tian, Yuzhong Zhao, Hongtian Yu, Lingxi Xie, Yaowei Wang, Qixiang Ye, Yunfan Liu Compiled by: Frank Reviewed by: Los Convolutional Neural Networks (CNNs) and Visual Transformers (ViTs) are currently the two most popular foundational models for visual representation. CNNs have impressive scalability with linear … Read more
In the vast field of education, we always strive for more efficient and personalized teaching methods. With the advancement of technology, AI technology brings new hope to teachers. However, each AI has its own strengths, and the suitable usage scenarios vary. Xiaoyuan has compiled a list of 10 practical AI teaching tools available online to … Read more
Introduction Using PyTorch to implement the ViT model from scratch, training the ViT model on the CIFAR-10 dataset for image classification. Architecture of ViT The architecture of ViT is inspired by BERT, which is a transformer model that uses only encoders, typically used for supervised learning tasks in NLP such as text classification or named … Read more
This article will cover the essence of ViT and the principles of ViT, as well as the applications of ViT to help you understand Vision Transformer |ViT. Vision Transformer (ViT) 1. ViTessence Definition of ViT:ViT brings the Transformer architecture from the natural language processing domain into computer vision for processing image data. In the field … Read more
Follow our public account to discover the beauty of CV technology Spatial-temporal prediction learning is a field with a wide range of application scenarios, such as weather forecasting, traffic flow prediction, precipitation prediction, autonomous driving, and human motion prediction. When it comes to spatial-temporal prediction, we must mention the classic model ConvLSTM and the most … Read more
Recently, I have been experimenting with several artificial intelligence (AI) software applications, such as Suno, Wenxin Yiyan, and Doubao. Based on personal experience, I found that these different AI tools each have their advantages. Suno can quickly create a music piece lasting up to two minutes based on simple prompts provided by the user, such … Read more