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World Congress 2026 Europe - Virtual Stage β€’ Jul 2, 2026 β€’ Session details

From Collecting Bottle Caps πŸ₯€to Building Vision πŸ‘€

Cosmin Marian Paduraru

How do you track 400 unique bottle caps? See how Cosmin turned a childhood hobby into a full-stack computer vision app using MobileNetv3 and a Pinecone vector database.

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#1 about 4 min

Building pet projects for fun and learning

How creating various software side projects fosters personal development and new technical skills.

#2 about 3 min

The origin of the bottle cap collection

Collecting and trading bottle caps served as a way to build friendships as an immigrant.

#3 about 3 min

Automating collection management with computer vision

Using computer vision helps identify whether a specific item already exists in a large physical collection.

#4 about 3 min

Applying Hough transform for circular object detection

Initial attempts to find circular objects in images using Hough transforms led to overlapping and false positives.

#5 about 9 min

Improving detection accuracy with image pre-processing

Resizing, color reduction via K-means clustering, and blob detection significantly reduce noise for machine processing.

#6 about 2 min

Refining object detection and handling overlapping

Calculating approximate blob sizes helps configure Hough transforms to filter out overlapping false positives.

#7 about 8 min

Identifying objects using vector databases and pre-trained models

Generating vector embeddings with MobileNetv3 and querying Pinecone enables fast and accurate similarity matching.

#8 about 4 min

Deploying the app and managing user feedback

Releasing a Flutter and Firebase app to a community brings valuable bug reports and user donations.

#9 about 3 min

Shutting down the project and evaluating success

Unexpected cloud billing changes forced the project's closure, but the technical and personal insights remain valuable.

Matching moments

59 sec

Summarizing key takeaways for successful software side projects

Jonathan Fielding Β· LIVE

2:56 min

Reflecting on personal engineering side projects and initial creations

Jonathan Fielding Β· LIVE

3:36 min

Exploring machine learning and image classification in JavaScript

Carly Richmond Carly Richmond Β· WWC 2025

1:15 min

Architecture of a multi-platform generative AI app

Mete Atamel Mete Atamel Β· WWC 2024

2:05 min

Sharing side projects and embracing public feedback

Anna Oliveira Β· Coffee With Developers

3:01 min

In-browser computer vision and NPU usage demo

Maxim Salnikov Maxim Salnikov Β· WWC 2025

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