Datasets:
Tasks:
Image Classification
Modalities:
Image
Formats:
parquet
Sub-tasks:
multi-class-image-classification
Languages:
English
Size:
100K - 1M
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data/train-00000-of-00001-1359597a978bc4fa.parquet → Maysee--tiny-imagenet/parquet-train.parquet
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data/valid-00000-of-00001-70d52db3c749a935.parquet → Maysee--tiny-imagenet/parquet-valid.parquet
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README.md
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---
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annotations_creators:
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- crowdsourced
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extra_gated_prompt: "By clicking on \u201CAccess repository\u201D below, you also\
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\ agree to ImageNet Terms of Access:\n[RESEARCHER_FULLNAME] (the \"Researcher\"\
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) has requested permission to use the ImageNet database (the \"Database\") at Princeton\
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\ University and Stanford University. In exchange for such permission, Researcher\
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\ hereby agrees to the following terms and conditions:\n1. Researcher shall use\
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\ the Database only for non-commercial research and educational purposes.\n2. Princeton\
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\ University, Stanford University and Hugging Face make no representations or warranties\
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\ regarding the Database, including but not limited to warranties of non-infringement\
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\ or fitness for a particular purpose.\n3. Researcher accepts full responsibility\
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\ for his or her use of the Database and shall defend and indemnify the ImageNet\
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\ team, Princeton University, Stanford University and Hugging Face, including their\
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\ employees, Trustees, officers and agents, against any and all claims arising from\
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\ Researcher's use of the Database, including but not limited to Researcher's use\
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\ of any copies of copyrighted images that he or she may create from the Database.\n\
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4. Researcher may provide research associates and colleagues with access to the\
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\ Database provided that they first agree to be bound by these terms and conditions.\n\
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5. Princeton University, Stanford University and Hugging Face reserve the right\
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\ to terminate Researcher's access to the Database at any time.\n6. If Researcher\
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\ is employed by a for-profit, commercial entity, Researcher's employer shall also\
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\ be bound by these terms and conditions, and Researcher hereby represents that\
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\ he or she is fully authorized to enter into this agreement on behalf of such employer.\n\
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7. The law of the State of New Jersey shall apply to all disputes under this agreement."
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language:
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- en
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language_creators:
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- crowdsourced
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license: []
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multilinguality:
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- monolingual
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paperswithcode_id: imagenet
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pretty_name: Tiny-ImageNet
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size_categories:
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- 100K<n<1M
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source_datasets:
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- extended|imagenet-1k
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task_categories:
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- image-classification
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task_ids:
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- multi-class-image-classification
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---
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# Dataset Card for tiny-imagenet
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## Dataset Description
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- **Homepage:** https://www.kaggle.com/c/tiny-imagenet
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- **Repository:** [Needs More Information]
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- **Paper:** http://cs231n.stanford.edu/reports/2017/pdfs/930.pdf
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- **Leaderboard:** https://paperswithcode.com/sota/image-classification-on-tiny-imagenet-1
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### Dataset Summary
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Tiny ImageNet contains 100000 images of 200 classes (500 for each class) downsized to 64×64 colored images. Each class has 500 training images, 50 validation images, and 50 test images.
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### Languages
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The class labels in the dataset are in English.
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## Dataset Structure
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### Data Instances
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```json
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{
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'image': <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=64x64 at 0x1A800E8E190,
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'label': 15
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}
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```
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### Data Fields
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- image: A PIL.Image.Image object containing the image. Note that when accessing the image column: dataset[0]["image"] the image file is automatically decoded. Decoding of a large number of image files might take a significant amount of time. Thus it is important to first query the sample index before the "image" column, i.e. dataset[0]["image"] should always be preferred over dataset["image"][0].
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- label: an int classification label. -1 for test set as the labels are missing. Check `classes.py` for the map of numbers & labels.
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### Data Splits
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| | Train | Valid |
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| ------------ | ------ | ----- |
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| # of samples | 100000 | 10000 |
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## Usage
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### Example
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#### Load Dataset
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```python
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def example_usage():
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tiny_imagenet = load_dataset('Maysee/tiny-imagenet', split='train')
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print(tiny_imagenet[0])
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if __name__ == '__main__':
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example_usage()
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```
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classes.py
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dataset_infos.json
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{"Maysee--tiny-imagenet": {"description": "", "citation": "", "homepage": "", "license": "", "features": {"image": {"decode": true, "id": null, "_type": "Image"}, "label": {"num_classes": 200, "names": ["n01443537", "n01629819", "n01641577", "n01644900", "n01698640", "n01742172", "n01768244", "n01770393", "n01774384", "n01774750", "n01784675", "n01882714", "n01910747", "n01917289", "n01944390", "n01950731", "n01983481", "n01984695", "n02002724", "n02056570", "n02058221", "n02074367", "n02094433", "n02099601", "n02099712", "n02106662", "n02113799", "n02123045", "n02123394", "n02124075", "n02125311", "n02129165", "n02132136", "n02165456", "n02226429", "n02231487", "n02233338", "n02236044", "n02268443", "n02279972", "n02281406", "n02321529", "n02364673", "n02395406", "n02403003", "n02410509", "n02415577", "n02423022", "n02437312", "n02480495", "n02481823", "n02486410", "n02504458", "n02509815", "n02666347", "n02669723", "n02699494", "n02769748", "n02788148", "n02791270", "n02793495", "n02795169", "n02802426", "n02808440", "n02814533", "n02814860", "n02815834", "n02823428", "n02837789", "n02841315", "n02843684", "n02883205", "n02892201", "n02909870", "n02917067", "n02927161", "n02948072", "n02950826", "n02963159", "n02977058", "n02988304", "n03014705", "n03026506", "n03042490", "n03085013", "n03089624", "n03100240", "n03126707", "n03160309", "n03179701", "n03201208", "n03255030", "n03355925", "n03373237", "n03388043", "n03393912", "n03400231", "n03404251", "n03424325", "n03444034", "n03447447", "n03544143", "n03584254", "n03599486", "n03617480", "n03637318", "n03649909", "n03662601", "n03670208", "n03706229", "n03733131", "n03763968", "n03770439", "n03796401", "n03814639", "n03837869", "n03838899", "n03854065", "n03891332", "n03902125", "n03930313", "n03937543", "n03970156", "n03977966", "n03980874", "n03983396", "n03992509", "n04008634", "n04023962", "n04070727", "n04074963", "n04099969", "n04118538", "n04133789", "n04146614", "n04149813", "n04179913", "n04251144", "n04254777", "n04259630", "n04265275", "n04275548", "n04285008", "n04311004", "n04328186", "n04356056", "n04366367", "n04371430", "n04376876", "n04398044", "n04399382", "n04417672", "n04456115", "n04465666", "n04486054", "n04487081", "n04501370", "n04507155", "n04532106", "n04532670", "n04540053", "n04560804", "n04562935", "n04596742", "n04598010", "n06596364", "n07056680", "n07583066", "n07614500", "n07615774", "n07646821", "n07647870", "n07657664", "n07695742", "n07711569", "n07715103", "n07720875", "n07749582", "n07753592", "n07768694", "n07871810", "n07873807", "n07875152", "n07920052", "n07975909", "n08496334", "n08620881", "n08742578", "n09193705", "n09246464", "n09256479", "n09332890", "n09428293", "n12267677", "n12520864", "n13001041", "n13652335", "n13652994", "n13719102", "n14991210"], "id": null, "_type": "ClassLabel"}}, "post_processed": null, "supervised_keys": null, "task_templates": [{"task": "image-classification", "image_column": "image", "label_column": "label"}], "builder_name": "imagefolder", "config_name": "default", "version": {"version_str": "0.0.0", "description": null, "major": 0, "minor": 0, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 202516100.0, "num_examples": 100000, "dataset_name": "tiny-imagenet"}, "valid": {"name": "valid", "num_bytes": 20162050.0, "num_examples": 10000, "dataset_name": "tiny-imagenet"}}, "download_checksums": null, "download_size": 161067911, "post_processing_size": null, "dataset_size": 222678150.0, "size_in_bytes": 383746061.0}}
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