In the domain of AI vision, we have seen an explosion of models that can reliably detect objects of various types, from people to license plates. While these models are impressive, in real-world applications we often need to differentiate between […]
Sony’s unique integrated sensor-processor technology is enabling ultra-efficient intelligence directly at the image source, transforming vision AI for enterprises and developers alike. In this session, we’ll showcase how the AITRIOS platform simplifies vision AI for enterprises with tools for large-scale […]
In this presentation, we provide an overview of vision-language models (VLMs) and their deployment on edge devices using Hugging Face’s recently released SmolVLM as an example. We will examine the training process of VLMs, including data preparation, alignment techniques and […]
Panoptic segmentation is a cutting-edge computer vision technique that bridges the gap between object detection and scene segmentation, providing a holistic understanding of an image. By simultaneously identifying individual objects (instance segmentation) and classifying entire regions (semantic segmentation), panoptic segmentation […]
In this session we’ll explain two neural network quantization techniques, quantization-aware training (QAT) and post-training quantization (PTQ), and explain when to use each. We’ll discuss what needs to be done for efficient implementation of each: for example, QAT requires preparation […]
Bring your questions and join Shung Chieh, who has worked for CMOS image sensor (CIS) suppliers and for companies building systems using these sensors, as he interviews Florian Domengie, a veteran technology and market analyst focused on imaging. Florian and […]
In industrial supply chain and logistics applications, edge IoT devices capture data continuously, generating massive amounts of data. For embedded vision systems, managing the sheer volume of images and metadata can be challenging. Selecting a diverse subset of high-quality data […]
In this presentation, Haran Thanigasalam will provide an overview of the MIPI CSI-2 image sensor interface standard, covering its fundamental features and capabilities, including low-energy transport solutions, power spectral density reduction and latency reduction. Haran will discuss the latest advances, […]
Multimodal LLMs promise to bring exciting new abilities to devices! As we see foundational models become more capable, we see compute requirements grow as well. It is not uncommon to see LLMs grow to tens of billions of parameters, at […]
Large language models (LLMs) often demand hand-coded conversion scripts for deployment on each distinct processor-specific software stack—a process that’s time-consuming and prone to error. In this session, we introduce a model-agnostic approach designed to streamline LLM deployment, especially for the […]
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