ensiezadi/biounlearning

Public mirror of the datasets used by the research-ensi project (OPUS unlearning). Each subdirectory under data/ matches the project loader's expected layout.

# Example: point the project loaders at this snapshot's data/ dir
python -c "import os; os.environ['DATASET_ROOT']='/path/to/snapshot/data';" \
  # then run your existing training with --dataset_root pointing at the snapshot's data/

Directory schema

• data/<loader_dir>/ — normalized data (images, CSVs, MAT files, project split JSON)
• manifests/<key>.manifest.jsonl — per-file checksums/sizes/splits/labels/license
• manifests/<key>.summary.json — per-dataset summary (counts, missing, corrupt)
• derived/cliperaser_*/ — ClipEraser split manifests; do not contain image copies

Loader name mapping

Dataset key	Project loader	dataset_dir	Notes
plant_net_mini	Plant (DASSL)	plant_net_mini	loads images/, labels.csv
plant_net_extend	PlantNetExtend	plant_net_extend	loads images/, labels.csv, optional split_*.json
fungi_mini	Fungi	fungi_mini	loads images/, labels.csv, info.json
fungi_extend	FungiExtend	fungi_extend	same schema as fungi_mini
insects_mini	Insect	insects_mini	loads images/, labels.csv, info.json
insects_extend	InsectExtend	insects_extend	same schema as insects_mini
bird_525	Bird	bird_525	loads birds.csv + train/,valid/,test/
nabirds	NABird (alias NABirds)	nabirds	loads images.txt, classes.txt, image_class_labels.txt, train_test_split.txt, images/
oxford_flowers	OxfordFlowers	oxford_flowers	loads jpg/, imagelabels.mat, cat_to_name.json, split_zhou_OxfordFlowers.json
oxford_pets	OxfordPets	oxford_pets	loads images/, annotations/{trainval,test}.txt, split_zhou_OxfordPets.json
stanford_dogs	StanfordDogs	stanford_dogs	loads Images/, split_alexey_stanford_dogs.json (the loader is currently unregistered in __init__.py)
cliperaser_*	ClipEraser*	cliperaser_*	manifests only, no images

Licenses and citations

• bird_525 — Birds 525 Species (Piosenka, Kaggle 2023). License: CC0-1.0 (per gpiosenka README). Source: https://www.kaggle.com/datasets/gpiosenka/birds-525-species-image-classification
• oxford_flowers — Oxford Flowers 102 (Nilsback & Zisserman 2008). License: research-use (VGG). Source: https://www.robots.ox.ac.uk/~vgg/data/flowers/102/
• oxford_pets — Oxford Pets (Parkhi et al. 2012). License: CC-BY-4.0. Source: https://www.robots.ox.ac.uk/~vgg/data/pets/
• stanford_dogs — Stanford Dogs (Khosla et al. 2011). License: research-use (Stanford Vision Lab). Source: http://vision.stanford.edu/aditya86/ImageNetDogs/

License notice and omitted datasets

Only datasets whose license permits redistribution are mirrored in this public dataset. The following datasets are downloaded, normalized, and validated locally in the development environment, but are not mirrored here due to non-commercial or share-alike license terms:

To reproduce these datasets, see the project scripts and dataset_inventory.csv in the research-ensi repository.