In this session, Jeff Bier (Founder of the Edge AI and Vision Alliance and Program Chair for the Embedded Vision Summit) will share an insider’s perspective on some of the most important recent developments and trends in the fast-moving world […]

In this session we delve into the latest version of OpenCV, the world’s most popular open-source computer vision library. We will highlight the major innovations and improvements in OpenCV 5.0, including a revamped DNN inference engine with integrated format parsers, […]

In this talk, we’ll explore the complete machine learning model building process, providing data scientists and ML engineers with practical insights and strategies for success. We will examine each phase of the model life cycle, from data ingestion and pre-processing […]

Imagine a world where AI systems automatically detect thefts in grocery stores, ensure construction site safety and identify patient falls in hospitals. This is no longer science fiction, as companies today are building powerful applications that integrate visual content with […]

ADAS (advanced-driver assistance systems) software has historically been tightly bound to the underlying system-on-chip (SoC). This software, especially for visual perception, has been extensively optimized for specific SoCs and their dedicated accelerators. In this talk, we explain the historic reasons […]

Vision-language models (VLMs) have the potential to revolutionize various applications, but their performance can be improved through fine-tuning and customization. In this presentation, we will explore the concept and share insights on domain adaptation for VLMs. We will discuss the […]

In this session, we explore the use of hybrid CNN-transformer architectures and CLIP models for highlight detection and semantic search from fish-eye video captures. We focus on leveraging a vision transformer (ViT) for video indexing, moment retrieval and identifying photogenic […]

In this session we describe our work developing software for a custom camera system based on GStreamer. The BRIAR project requires high-quality video capture at distances over 400m for biometric recognition and identification, but commercial cameras struggle to capture high-quality […]

Accelerating machine learning and AI workloads often requires specialized hardware, but managing compatibility across diverse platforms can be challenging. The Khronos Group provides the industry’s only suite of nonproprietary API and language standards for ML and AI acceleration, enabling developers […]