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README.md
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---
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license: cc-by-sa-4.0
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task_categories:
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- image-retrieval
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tags:
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- visual-place-recognition
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- robotics
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- season-change
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- place-recognition
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size_categories:
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- 10K<n<100K
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---
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# Freiburg Seasons Dataset
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Images captured on the University of Freiburg campus across multiple seasons,
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intended for benchmarking season-invariant visual place recognition (VPR).
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## Traversals
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| Folder | Season | Images |
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|---|---|---|
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| `summer_icra_dataset/` | Summer 2012 | 6 915 |
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| `summer2015_icra_dataset/` | Summer 2015 | 5 392 |
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| `winter_icra_dataset/` | Winter | 30 790 |
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## Ground-truth matchings
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Located in `matchings/`:
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| File | Query traversal | Reference traversal | Pairs |
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|---|---|---|---|
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| `summer2012_winter_matchings.parquet` | summer2012 | winter | 4 037 |
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| `summer2015_winter_matchings.parquet` | summer2015 | winter | 4 739 |
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Each Parquet file has two integer columns — `<season>_idx` and `winter_idx` — which are
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zero-based indices into the corresponding image folder sorted lexicographically by filename.
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## Loading example
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```python
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import pandas as pd
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from PIL import Image
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import os
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df = pd.read_parquet("matchings/summer2015_winter_matchings.parquet")
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summer_imgs = sorted(os.listdir("summer2015_icra_dataset/"))
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winter_imgs = sorted(os.listdir("winter_icra_dataset/"))
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query = Image.open(f"summer2015_icra_dataset/{summer_imgs[df.iloc[0]['summer2015_idx']]}")
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match = Image.open(f"winter_icra_dataset/{winter_imgs[df.iloc[0]['winter_idx']]}")
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```
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## License
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[CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/4.0/)
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matchings/summer2012_winter_matchings.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:18b1f3fef5d8b454d96e89719c2a1efe39e7ba566a635ad17923edd7d76c6bd7
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size 38265
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matchings/summer2015_winter_matchings.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:42758ed85fa702bedad0e99a20f1e9eea17a898877d089f4d9667be0a1e91b8d
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size 46431
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