Core Viewpoint - WiMi Hologram Cloud Inc. is actively exploring Quantum Dilated Convolutional Neural Networks (QDCNN) technology, which aims to overcome the limitations of traditional convolutional neural networks (CNNs) in processing complex data and high-dimensional problems, potentially leading to advancements in various fields such as image recognition, data analysis, and intelligent prediction [1][3]. Group 1: Traditional CNN Limitations - Traditional CNNs face bottlenecks in computational efficiency and feature extraction capabilities due to the explosive growth of data volume and increasing problem complexity [2]. - The architecture of traditional CNNs includes convolutional layers, pooling layers, and fully connected layers, which automatically extract features from large datasets [2]. Group 2: Quantum Computing Integration - QDCNN technology integrates quantum computing advantages into traditional CNN architecture, utilizing quantum processors for certain computational operations, which significantly accelerates feature extraction [3][4]. - Quantum computing allows for parallel processing of multiple data states, enhancing the network's ability to capture complex relationships within the data [3][5]. Group 3: Enhanced Feature Extraction - QDCNN not only extracts features obtainable by traditional CNNs but also reveals hidden quantum-level feature information, improving generalization capabilities and reducing overfitting when encountering new data [5][6]. - The use of dilated convolution technology in QDCNN expands the receptive field of the convolution kernel, allowing for better contextual information acquisition without increasing parameters [4]. Group 4: Future Development and Applications - WiMi plans to optimize data transmission and task scheduling between quantum and classical computing to enhance overall operational efficiency [6]. - QDCNN technology is expected to find applications in various fields, including medical research for drug development, intelligent transportation for traffic prediction, and environmental protection for climate change analysis [7][8]. Group 5: Company Overview - WiMi Hologram Cloud Inc. focuses on holographic cloud services, covering areas such as in-vehicle AR holographic HUD, 3D holographic pulse LiDAR, and metaverse holographic AR/VR devices [9].