Deformable Image Registration for Multimodal Radiotherapy Treatments in Gynaecological Cancers: External Beam and Brachytherapy

The Radiation Medicine Program at the Princess Margaret Cancer Centre delivers curative radiation therapy (RT) to cancer patients, including those with gynecological cancers, using a combination of external beam radiation therapy (EBRT) and brachytherapy (BT). A key clinical challenge is the accurate accumulation of radiation dose delivered across these modalities. Current methods rely on deformable […]

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Using few demonstration videos to improve RL agent’s one-shot performance

(1) Ocado Technology, a division of Ocado Group, specializes in AI-driven robotics and automated fulfillment solutions for online grocery retailers. The company develops machine learning models, robotic control systems, and computer vision technologies to improve warehouse automation. As a partner in this project, Ocado will provide mentorship, computational resources, proprietary datasets, and robotic simulation environments, […]

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Automation of Doppler Ultrasound using Artificial Intelligence

(1) Activities of partner: Moonrise Medical is developing an AI-enabled ultrasound-based device to evaluate flow hemodynamics in the peripheral vascular system. They are targeting peripheral artery disease [1] and diabetic foot ulcers [2] to promote improved wound healing and prevent amputations. (2) Challenges the partner aims to solve: The main challenge being addressed is how […]

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Leveraging Advanced NLP Models and LLMs for Document Set Understanding with Multi-documents semantic relations

Docugami is a document engineering company registered in British Columbia that transforms how businesses create and execute critical business documents. Leveraging breakthrough Natural Language Processing (NLP) and Large Language Models (LLMs) Docugami enhances productivity, compliance, and insight across industries such as finance, law, and business operations. This project addresses a key challenge or objective for […]

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Implementing Mobility-as-a-Service in Canada by Learning from an Austrian Example

Mobility-as-a-Service (MaaS) is an emerging service that enables users to plan, reserve, and pay for different on-demand and shared mobility services through an integrated platform. MaaS is relatively more advanced and widespread in European countries than in North America. In parts of Europe, shared mobility services can also be found in mobility hubs (dedicated on-street […]

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Large language models and other machine learning methods to advance AMD’s hardware and software capabilities

AMD is a leading innovator in high-performance computing, graphics, and visualization technologies, focusing on gaming, immersive platforms, and data center solutions. The company develops cutting-edge hardware and software solutions to enhance computing performance across various applications, including artificial intelligence (AI), machine learning (ML), and edge computing. AMD is seeking to apply advances in AI and […]

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Research Data Monetization Strategy

The Bloorview Research Institute (BRI) is exploring innovative ways to leverage its vast research data holdings to generate value and advance its missions. While this data holds significant potential value for external stakeholders across healthcare, academia, and industry, the organization currently lacks a strategy for ethical and sustainable monetization. The innovative challenge at hand is […]

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Rhythm & Blues Cambridge Black Needs Assessment

Rhythm & Blues Cambridge is leading a Black Needs Assessment Study to identify service gaps, barriers, and opportunities for Black families in Cambridge and across Waterloo Region. As the only Black-led nonprofit service provider in Cambridge, Rhythm & Blues Cambridge is committed to expanding culturally affirming programs, strengthening community partnerships, and advocating for equitable access […]

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Emotion-Aware Speech Processing for ASR and TTS

Boson AI is dedicated to advancing cutting-edge AI research, specializing in large language models for interaction and entertainment. The company focuses on developing innovative AI-driven solutions that enhance human-computer interaction, particularly in speech and language processing. One major challenge Boson AI aims to address through this project is improving AI’s ability to detect subtle emotional […]

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Transfusion of transformers and state space models

Boson AI specializes in AI-driven simulation and optimization, focusing on multi-modal learning, generative modeling, and structured state-space architectures. The company develops AI models that integrate text, audio, and structured signals to enable high-fidelity simulation and synthesis across domains like speech processing, acoustics, and human-AI interaction. Through this project, Boson AI aims to address key challenges […]

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Asynchronous mesh networks for continuous methane leak monitoring

Spero Analytics is a research-driven IoT startup which builds mesh networks for automated, continuous surveillance of greenhouse gas emissions in landfills and energy facilities. As those networks are power efficient and operate using radio communication, they can be deployed in remote industrial areas with limited cellular/power infrastructure. The existing system architecture consists of a gateway […]

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Fine-Tuning Large Language Models for Standards and Claim Chart Mapping

XLSCOUT Ltd. specializes in AI-driven patent intelligence, providing advanced solutions for intellectual property (IP) strategy and innovation management. The company aims to enhance the accuracy and efficiency of patent-related tasks, such as claim chart generation and standards compliance mapping, through fine-tuned large language models (LLMs). This project addresses a critical challenge: general-purpose LLMs lack domain-specific […]

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