Eric Chung, Author at Towards Data Science https://towardsdatascience.com Publish AI, ML & data-science insights to a global community of data professionals. Fri, 11 Jul 2025 03:39:12 +0000 en-US hourly 1 https://wordpress.org/?v=6.8.1 https://towardsdatascience.com/wp-content/uploads/2025/02/cropped-Favicon-32x32.png Eric Chung, Author at Towards Data Science https://towardsdatascience.com 32 32 Scene Understanding in Action: Real-World Validation of Multimodal AI Integration https://towardsdatascience.com/scene-understanding-in-action-real-world-validation-of-multimodal-ai-integration/ Thu, 10 Jul 2025 18:12:23 +0000 https://towardsdatascience.com/?p=606548 A deep dive into real-world case studies: from indoor space and urban streets to world-famous landmarks

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]]> Four AI Minds in Concert: A Deep Dive into Multimodal AI Fusion https://towardsdatascience.com/four-ai-minds-in-concert-a-deep-dive-into-multimodal-ai-fusion/ Wed, 02 Jul 2025 19:07:25 +0000 https://towardsdatascience.com/?p=606481 Introduction: From System Architecture to Algorithmic Execution In my previous article, I explored the architectural foundations of the VisionScout multimodal AI system, tracing its evolution from a simple object detection model into a modular framework. There, I highlighted how careful layering, module boundaries, and coordination strategies can break down complex multimodal tasks into manageable components. […]

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]]> Beyond Model Stacking: The Architecture Principles That Make Multimodal AI Systems Work https://towardsdatascience.com/the-art-of-multimodal-ai-system-design/ Thu, 19 Jun 2025 23:27:15 +0000 https://towardsdatascience.com/?p=606376 Transforming Independent Models into Collaborative Intelligence

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]]> The Art of Hybrid Architectures https://towardsdatascience.com/the-art-of-hybrid-architectures/ Sat, 29 Mar 2025 03:38:17 +0000 https://towardsdatascience.com/?p=605337 Combining CNNs and Transformers to Elevate Fine-Grained Visual Classification

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]]> From Fuzzy to Precise: How a Morphological Feature Extractor Enhances AI’s Recognition Capabilities https://towardsdatascience.com/from-fuzzy-to-precise-how-a-morphological-feature-extractor-enhances-ais-recognition-capabilities-2/ Tue, 25 Mar 2025 05:34:38 +0000 https://towardsdatascience.com/?p=605220 Mimicking human visual perception to truly understand objects

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