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README.md ADDED
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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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+
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+ # Freiburg Seasons Dataset
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+
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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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+
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+ ## Traversals
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+
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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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+
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+ ## Ground-truth matchings
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+
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+ Located in `matchings/`:
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+
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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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+
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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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+
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+ ## Loading example
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+
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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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+
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+ df = pd.read_parquet("matchings/summer2015_winter_matchings.parquet")
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+
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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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+
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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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+
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+ ## License
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+
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+ [CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/4.0/)
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