mlsanityData to 14 Oct 2026

Case Study: Ensemble Decision-Based Annotation of Unconstrained Real Estate Images

arXiv 2309.15097 ↗First posted 26 Sep 2023cs.CVcited by 0

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Abstract (arXiv)

We describe a proof-of-concept for annotating real estate images using simple iterative rule-based semi-supervised learning. In this study, we have gained important insights into the content characteristics and uniqueness of individual image classes as well as essential requirements for a practical implementation.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 2 of its 9 references that are in the map. First posted on arXiv 26 Sep 2023.

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References · 2

  1. 2014Adam: A Method for Stochastic Optimizationcited by 37,240
  2. 2014Very Deep Convolutional Networks for Large-Scale Image Recognitioncited by 15,364

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