WiMi Releases Next-Generation Quantum Convolutional Neural Network Technology for Multi-Channel Supervised Learning

Core Viewpoint - WiMi Hologram Cloud Inc. has launched a new Quantum Convolutional Neural Network for Multi-Channel Supervised Learning (MC-QCNN), which allows for efficient processing of multi-channel data and offers significant advantages in various industries such as image classification, medical imaging, and video analysis [1][5]. Group 1: Technological Breakthrough - The MC-QCNN technology features a fully hardware-adaptable quantum convolution kernel design, which enables the processing of multi-channel data efficiently [1][2]. - The architecture includes a systematic design scheme that incorporates convolution kernel structure, qubit layout, and channel interaction encoding, allowing for robust performance against quantum decoherence [2][3]. - WiMi's quantum convolution kernels utilize single-bit rotation gates and controlled parameterized gates, enabling the model to learn complex multi-channel correlations through quantum superposition and entanglement [2][3]. Group 2: Training and Performance - The training framework combines classical and quantum computing, where the classical module handles loss function calculations and the quantum module manages forward propagation and state evolution [3][5]. - The model captures nonlinear correlations between multiple channels, enhancing its ability to recognize joint features in data, such as color distribution patterns in RGB images [3][4]. - Experimental results indicate that the new pooling structure is more stable than traditional methods, maintaining a higher feature retention rate [3]. Group 3: Future Developments - WiMi plans to refine its technology by developing more efficient quantum convolution kernel structures and exploring integration with models like Transformer for processing multimodal data [6]. - The company envisions that quantum deep learning will evolve beyond small-scale tasks to become a significant component in next-generation general AI models [6]. - The combination of quantum computing and artificial intelligence is expected to be a core trend in technological development over the next decade [6]. Group 4: Company Overview - WiMi Hologram Cloud Inc. specializes in holographic cloud services, focusing on areas such as in-vehicle AR holographic HUD, 3D holographic pulse LiDAR, and metaverse holographic AR/VR devices [7]. - The company provides a comprehensive range of holographic AR technologies, including software development and interactive virtual communication solutions [7].