---
title: "Discussion on \"Negative Space Is a Label\" | Hashnode"
description: "Discussion on \"Negative Space Is a Label\". A car mask can pass review and still teach the model to keep the wrong pixels.\nThe outline looks clean. The bumper is inside. The wheels are inside. Then the trained network holds onto the dark patch"
url: "https://hashnode.com/posts/rejected-7f8752b6-negative-space-is-a-label/6a7abd338431cdff3af23c4a"
---

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Discussion

# [Negative Space Is a Label](https://craftedbydaniel.hashnode.dev/rejected-7f8752b6-negative-space-is-a-label?utm_source=hashnode&utm_medium=feed)

A car mask can pass review and still teach the model to keep the wrong pixels. The outline looks clean. The bumper is inside. The wheels are inside. Then the trained network holds onto the dark patch

Aug 11 · 12 min read · craftedbydaniel.hashnode.dev  
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-   [#autolensai](https://hashnode.com/tag/autolensai)
-   [#carsegnet](https://hashnode.com/tag/carsegnet)
-   [#computervision](https://hashnode.com/tag/computervision)
-   [#matting](https://hashnode.com/tag/matting)

## Written by

[Daniel Anthony Romitelli Jr](https://hashnode.com/@romiteld)

@romiteld · East Aurora NY

  
[View profile](https://hashnode.com/@romiteld)

AI engineer. LLM agents, RAG, Azure AI Foundry, Python/TypeScript. Navy veteran. Builder of Scenematic, Pramaana, and production multi-agent systems. I write about what I actually ship.

Sr. AI Engineer & Architect. Building deterministic, context-aware AI for enterprise production.

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