Computer Vision

Classifying Vehicles from a Single Line of Pixels

Ddebwashis
·Jul 22, 2024·5 min read

How much information can you really pull out of one row of pixels per frame? More than I expected.

The constraint

One row of pixels per frame is genuinely minimal data — and yet enough to distinguish many vehicle classes.

This is paragraph 1. Data science work is part craft and part discipline — the best models are simple, well-validated, and easy to explain. In this post we walk through the intuition, the math just enough to be useful, and a clean implementation you can drop into your own pipeline.

This is paragraph 2. Data science work is part craft and part discipline — the best models are simple, well-validated, and easy to explain. In this post we walk through the intuition, the math just enough to be useful, and a clean implementation you can drop into your own pipeline.

This is paragraph 3. Data science work is part craft and part discipline — the best models are simple, well-validated, and easy to explain. In this post we walk through the intuition, the math just enough to be useful, and a clean implementation you can drop into your own pipeline.

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