Finding errors in datasets with Similarity Search - update images #1782
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kacperlukawski
requested changes
Jul 15, 2025
| We can also calculate embeddings for titles instead of images, or even for both of them to find more errors. | ||
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| {{< figure src=https://storage.googleapis.com/demo-dataset-quality-public/article/category_vs_name_and_image_transparent.png caption="Category vs. Title and Image" >}} | ||
| {{< figure src=/articles_data/dataset-quality/category_vs_name_and_image_transparent.png caption="Category vs. Title and Image" >}} |
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I think both groups of items (Closest and Furthest) should be positioned in the same way regarding the central dashed line. Currently, "Closest" items are somewhere in the middle of the left-hand side of the image, and "Furthest" items are close to this line. I also think the version with real photos was just easier to understand, and we need to discuss how to present that again.
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There are some differences compared to the original image:
- Positioning of the "References" and "Outliers" boxes in the "Single Beds Dataset" is not consistent. The left and right margins, respectively, should be identical.
- Arrows connecting the dataset with encoders and then with "Embedding Space" suggest some connection, but those are two separate pipelines and should be visually separated here, too.
- "Embedding Space" -> "Embeddings Space"
mwitiderrick
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@kacperlukawski updated |
generall
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Jul 30, 2025
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generall
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updated images lost their explain-ability
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