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license: mit |
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This is a dataset repository for the paper: |
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Neuro-Symbolic Predicate Invention: Learning Relational Concepts from Visual Scenes |
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Authors: Jingyuan Sha, Hikaru Shindo, Kristian Kersting, Devendra Singh Dhami. |
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--- |
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The source code is on the github, please click [here](https://github.com/ml-research/NeSy-PI/tree/main). |
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### Dataset Category |
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#### Simple Pattern |
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- close |
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- diagonal |
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- three same |
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- two pairs |
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The result of `Simple Patterns` is shown as follows: |
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| Pattern | Recall | Precision | |
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|-----------|--------|-----------| |
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| Close | 0.91 | 0.99 | |
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| Diagonal | 1.00 | 1.00 | |
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| Same | 0.95 | 1.00 | |
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| Two Pairs | 0.96 | 1.00 | |
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--- |
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#### Complex Pattern (to be uploaded) |
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- Check Mark |
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- Parallel |
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- Perpendicular |
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- Square |
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#### Alphabet Pattern (to be uploaded) |
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From letter A-Z (upper case), a-z (lower case). |
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#### If you have interest about this work, please consider cite: |
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``` |
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@article{cite-key, |
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author = {Sha, Jingyuan and Shindo, Hikaru and Kersting, Kristian and Dhami, Devendra Singh}, |
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journal = {Neurosymbolic Artificial Intelligence}, |
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number = {Preprint}, |
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pages = {1--26}, |
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title = {Neuro-symbolic Predicate Invention: Learning relational concepts from visual scenes}, |
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volume = {Preprint}, |
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year = {2024}} |
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``` |
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