Click the above “Beginner Learning Vision” and choose to add “Star” or “Top“ Important content delivered promptly Introduction Image processing is a widely used concept that utilizes information within images. Image processing algorithms take a long time to process data because images are large and contain a vast amount of information. Therefore, it is necessary … Read more
Click on the "Xiaobai Learns Vision" above, select to add "Star" or "Top" Heavyweight content, delivered first time Author: ANKIT SACHAN Compiler: ronghuaiyang Introduction This article analyzes the pros and cons of Canny and provides the process of using deep learning for edge detection in OpenCV. There is a code link at the end. In … Read more
The dream of creating machines that imitate human intelligence has existed for a long time. Although it mostly appeared in science fiction, in recent decades, we have gradually made progress in building intelligent machines that can perform certain tasks like humans. This field is known as artificial intelligence. The origins of artificial intelligence can perhaps … Read more
1. Research Background: With the rapid development of intelligent robotics technology, human-machine interaction (HMI) based on acoustic sensors plays a crucial role in facilitating natural and efficient communication for robots. However, accurately identifying and tracking omnidirectional sound sources, especially in noisy environments, remains a pressing challenge. 2. Article Overview: In response to the above issues, … Read more
Comparison of Mainstream Architecture Solutions: Three Mainstream Architectures The current mainstream AI chips can be mainly divided into three categories: GPU, FPGA, and ASIC. Both GPU and FPGA are relatively mature chip architectures in the early stage and belong to general-purpose chips. ASIC is a chip customized for specific AI scenarios. It has been confirmed … Read more
From Mystery to Shock: Understanding NPU Chips In today’s rapidly advancing technology, artificial intelligence (AI) has become the core force driving the transformation of the era. Behind AI technology, there lies a “super brain” quietly supporting it, which is the NPU chip. NPU, or Neural Processing Unit, is a hardware accelerator specifically designed for deep … Read more
【Editor’s Note】 Following Huang’s GTC, Huawei also held the Ascend AI Developer Day in Tianjin on March 23, 2024. We can review the GPU performance (data sheet) for quick reference in 2023 and the latest notes on GPU: Huawei NPU/GPU Evolution (2024) regarding the differences and performance comparisons between the N and H cards. Huawei … Read more
All You Need to Know About Samsung Exynos Development of NPU Technology (Click the image above to review previous content) In the previous article, we learned about the CPU* (Central Processing Unit) in mobile devices. Today, we will continue to introduce the processor optimized for deep learning algorithms—NPU. NPU (Neural-network Processing Unit) is a processor … Read more
Small object detection, SIMD dataset, YOLO format. The SIMD dataset has most images measured at 1024 × 768 pixels. SIMD (Haroon et al., 2020) is a target detection dataset proposed by the National University of Sciences and Technology in Pakistan, primarily for vehicle detection, containing 5000 remote sensing images (image size: 1024×768) and 45096 instances. … Read more
Machine Heart Column This column is produced by Machine Heart SOTA! Model Resource Station and is updated weekly on the Machine Heart WeChat public account every Sunday. This column will review common tasks in fields such as natural language processing and computer vision, and provide detailed explanations of classic models that have achieved SOTA on … Read more