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Bhumika

Unifying Senses: The Evolution, Technology, and Impact of Multimodal Fusion

Submitted Jun 2, 2024

Multimodal fusion has revolutionized the way we integrate and interpret diverse data sources, creating powerful insights from the synergy of visual, auditory, and textual information. In this talk, titled “Unifying Senses: The Evolution, Technology, and Impact of Multimodal Fusion,” we will explore the origins of multimodal fusion and trace its development over the years. We’ll delve into how this technology has evolved to solve complex problems by combining multiple data sources for enhanced insights.

We’ll discuss the necessary infrastructure for developing sophisticated multimodal models and the advantages of deploying them on edge devices for real-time applications. Furthermore, we’ll highlight the important applications of multimodal fusion in the space industry, addressing critical issues such as climate change, environmental sustainability, and defense. Join us to discover how multimodal fusion is not only transforming technology but also contributing to solving some of the most pressing challenges of our time.

Outline

  1. The origins - Combining the senses.
  2. A trip down memory lane - Early experiments
  3. The rise of AI and machine learning - Enhancing fusion capabilities.
  4. How multimodal fusion changed the game - Transformative moments.
  5. Real-world stories - Industries and lives transformed.
  6. The nuts and bolts - Infrastructure behind multimodal fusion.
  7. Building powerful models - The blend of hardware and software.
  8. Edge computing - Bringing fusion capabilities closer to the user.
  9. Space and beyond - How multimodal fusion is tackling climate change.
  10. The future - Pioneering sustainable solutions for a better planet.

Impact

Multimodal fusion is crucial for developing effective strategies to combat climate change, enable sustainibility at scale and support effective monitoring. At GalaxEye Space, we are working to combine data frim world’s first hybrid Earth observation sensors, using Multimodal fusion. As we continue to explore the cosmos, we are working towards creating technology to harness the power of real time Analytics (ML, DL), directly from Space.

Audience for the session

Working professionals in field of statistics, ai & machine learning. Academicians and research scholars who want to explore applied research and trends in industry.

Scope & Problem to solve

  1. Understanding of Multimodal Fusion- Gain insights into the concept of multimodal fusion and how it integrates visual, auditory, and textual information to create powerful insights.

  2. Evolution of Technology - Explore the historical progression of multimodal fusion technology, from its origins to its current state, and understand the key milestones that have shaped its development.

  3. Practical Applications - Learn about the diverse applications of multimodal fusion technology, particularly in the space industry, including its role in addressing critical issues such as climate change, environmental sustainability, and defense.

  4. Infrastructure Requirements & Tec stack- Discover the necessary infrastructure for developing sophisticated multimodal models and understand the advantages of deploying them on edge devices for real-time applications.

  5. Impact on Problem Solving- Gain an appreciation for how multimodal fusion is revolutionizing problem-solving by enabling the combination of multiple data sources to provide enhanced insights, leading to more effective solutions for complex challenges.

Benefits

  1. Hands-on demonstration.
  2. Industrial usecases and applications.
  3. Exposure to current trends.
  4. opportunity to work with the organisation.
  5. Mentorship for selected candidates.

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