Combining the previous articles into a PDF, the main directory is as follows: 1 HDMI Display Based on FPGA 1.1 Introduction to HDMI 1.2FPGA-based HDMI Interface Design 1.3 HDMI Timing Analysis 1.4FPGA-based 720P HDMI Display 1.4.1 HDMI Hardware Circuit Analysis 1.4.2 Project File Design 1.4.3 Establish Vivado Project 1.4.4 Create Project Files 1.4.5 Experimental Results … Read more
The Python Pillow library is quite familiar to everyone, as it is a great helper for image processing. However, it can be a bit slow when dealing with large images. Today, let’s talk about how to speed it up using Pillow-SIMD and make it fly! ## What is SIMD? SIMD, or Single Instruction Multiple Data, … Read more
Pillow-SIMD: A Powerful Image Processing Library Hello everyone! Today I want to introduce you to an amazing image processing library – Pillow-SIMD. As a Python developer who often deals with images, I can’t get enough of this library. It is the SIMD-accelerated version of Pillow, like installing a “rocket booster” on regular Pillow, making the … Read more
In a large e-commerce project, we need to process hundreds of thousands of product images daily for scaling, cropping, and format conversion. When using the regular Pillow library, image processing speed became a serious performance bottleneck. Until we discovered Pillow-SIMD, this “magic tool,” which boosted image processing speed by an astonishing 30 times, significantly reducing … Read more
Translated by Python Tribe (python.freelycode.com), unauthorized reproduction is prohibited, sharing is welcome. Pillow-SIMD is a fork of Pillow (which itself is a fork of PIL). To learn more about Pillow, please refer to the relevant documentation and changelog and contribute to its development. Why SIMD? There are many ways to improve image processing performance. You … Read more
↑ ClickBlue Text Follow the Jishi PlatformAuthor | Yumu Linfeng Source | AICV and Frontiers Editor | Jishi Platform Jishi Introduction The article proposes a new Superpixel Token Interaction Network (SPIN). This method uses superpixels to cluster locally similar pixels, forming interpretable local regions and achieving local information interaction through attention within superpixels. >> Join … Read more
Hello everyone! This is December!Let’s start today’s learning!Woohoo! Let’s take off!Today we are learning about the Multi Diffusion and ControlNet Tile modelFeels like I’m learning English…1. Using the Multi Diffusion Plugin Multi Diffusion is an upgrade to the block processing of images in the upscale pluginCompared to Multi Diffusion, upscale has poorer controllability and slower … Read more
FPGA (Field Programmable Gate Array) is a highly flexible hardware platform widely used in various fields, especially in high-performance computing and artificial intelligence (AI). Compared to traditional processors, FPGAs have advantages in programmability and parallel computing, allowing for customized configurations based on specific application needs. The image processing system based on the Zhongke Yihai Micro … Read more
Data Visualization Data Visualization refers to the use of computer graphics and image processing technology to convert data into graphics or images displayed on the screen, allowing for interactive processing of theories, methods, and techniques. It involves multiple fields such as computer graphics, image processing, computer-aided design, computer vision, and human-computer interaction technologies. The main … Read more
Click above to follow Computer Enthusiasts Yesterday, OPPO officially released its first self-developed NPU chip—MariSilicon X. This chip utilizes TSMC’s 6nm process and the new DSA architecture, integrating self-developed MariNeuro AI computing units and MariLumi image processing units, merging AI and image processing from the design stage, offering higher flexibility and performance compared to traditional … Read more