When LLM Meets Hardware: Unlocking the Next Productivity of Embedded AI

When LLM Meets Hardware: Unlocking the Next Productivity of Embedded AI

【Have you ever thought about?】 A palm-sized development board can run its own privatized large model Industrial equipment can provide real-time feedback on fault sources through natural language Local computing power in smart homes can also understand your vague commands We are entering a new era—LLMs (Large Language Models) are no longer just “behemoths” in … Read more

Real-Time Efficient Dense Optical Flow Accelerator Based on FPGA: Empowering Intelligent Perception and Navigation

Real-Time Efficient Dense Optical Flow Accelerator Based on FPGA: Empowering Intelligent Perception and Navigation

Real-Time Efficient Dense Optical Flow Accelerator Based on FPGA Yutai Feng, Wenyang Xu, Fan Chen, Jiaxing Wang, Yongming Tang, Hao Sun (Southeast University, School of Electronic Science and Engineering) Abstract: The optical flow method constructs a dense motion field representation by analyzing pixel displacement between frames, enabling the quantification of the motion direction and speed … Read more

Detailed Analysis of the Allwinner T527 Chip【II】: High-Definition Image Codec

Detailed Analysis of the Allwinner T527 Chip【II】: High-Definition Image Codec

Hardware Module Support The T527 integrates multiple hardware modules related to graphics display and codec, providing a robust hardware foundation for high-definition image display, high-definition video playback, and multiple high-definition camera inputs: ARM Mail-G57 GPU Self-developed Display Engine De-interlacing Unit 2D Graphics Acceleration Unit Video Codec Engine Self-developed Image Signal Processor (ISP) Visual Image Processing … Read more

Industry Research: Universal Chip FPGA – (21) Downstream Applications of FPGA in Data Centers & AI Fields

Industry Research: Universal Chip FPGA - (21) Downstream Applications of FPGA in Data Centers & AI Fields

Click the “blue text” above to follow for more exciting content. This article contains a total of 1444 words, and reading the full text will take about 4 minutes. Data centers & AI are the third largest application market for global FPGA chips, accounting for 15%. As an emerging application market, it is expected to … Read more

Embedded AI Biweekly Briefing Issue 1

Embedded AI Biweekly Briefing Issue 1

Embedded AI Biweekly Briefing (2017-07-24) Click the link at the end of the article to read the original text and jump to our biweekly briefing homepage, where you can read the version with item hyperlinks. Industry News OpenBLAS releases version 0.2.20 Clarifai launches SDK for training AI on your iPhone | VentureBeat We ported CAFFE … Read more

Edge AI and Lightweight Technologies: Reconstructing the Last Mile of Artificial Intelligence

Edge AI and Lightweight Technologies: Reconstructing the Last Mile of Artificial Intelligence

Edge AI achieves a closed loop of data “generation-processing-decision” by bringing intelligent computing down to terminal devices, while lightweight technologies become the core means to break through the bottlenecks of computing power, power consumption, and latency. This article systematically analyzes three major technical paths: model compression, hardware acceleration, and software-hardware collaboration, validating the effectiveness of … Read more

Protecting Sensitive Information in Go: A Performance Comparison of Go Encryption Algorithms with Hardware Acceleration

Protecting Sensitive Information in Go: A Performance Comparison of Go Encryption Algorithms with Hardware Acceleration

Click the “blue text” above to follow us “Hey, Lao Wang, did you resolve that data leak issue at your company?” As soon as I sat down, an old classmate hit me with that question. Before I even took a sip of my coffee, I recalled that nightmare weekend—50,000 user passwords stored in plaintext, all … Read more

Asia’s First! Wuwen Xinqiong Wins Best Paper Award at FPGA’25 for Proposing the First Video Generation Large Model Inference IP, Significantly Enhancing Hardware Computing Power through Software-Hardware Collaboration

Asia's First! Wuwen Xinqiong Wins Best Paper Award at FPGA'25 for Proposing the First Video Generation Large Model Inference IP, Significantly Enhancing Hardware Computing Power through Software-Hardware Collaboration

Follow our public account to discover the beauty of CV technology The top international conference in the field of reconfigurable computing, FPGA 2025, has announced that this year’s Best Paper Award goes to Wuwen Xinqiong and the collaborative work on video generation large model inference IP, FlightVGM, from Shanghai Jiao Tong University and Tsinghua University. … Read more

Understanding NPU: A Comprehensive Overview

Understanding NPU: A Comprehensive Overview

(Source: extremetech) What does “NPU” stand for? What can it do? Here’s what you need to know about this emerging technology. In the past year, discussions about Neural Processing Units (NPU) have increased significantly. Although NPUs have been present in smartphones for several years, Intel, AMD, and more recently, Microsoft have launched consumer-grade laptops and … Read more

Understanding NPU: The Future of AI Processing

Understanding NPU: The Future of AI Processing

What does “NPU” stand for? What can it do? Here’s what you need to know about this emerging technology. In the past year, there has been increasing discussion about Neural Processing Units (NPUs). Although NPUs have appeared in smartphones for several years, Intel, AMD, and more recently Microsoft have launched consumer laptops and PCs equipped … Read more