Datasets › RawRipe Dataset

RawRipe Dataset (Fruit Maturity Recognition from Agricultural, Market and Automation Perspectives, IECON'21)

13 Oct 2021 archive 2025-07-28

The dataset comprises of images of 10 types of fruits in both raw and ripe states.

The fruit-types include: apple, banana, coconut, gauva, litchi, mango, orange, papaya, pomegranate and strawberry.

The dataset can be used two solve three types classification problem:

1) raw vs ripe for a specific fruit (agricultural perspective)

2) raw vs ripe for any fruit (market perspective)

3) multi-class/label classification (automation perspective)

For more details, refer to the following paper:

Fruit Maturity Recognition from Agricultural, Market and Automation Perspectives, IECON'21

Paper link: https://ieeexplore.ieee.org/document/9589215

Please cite the paper if you use the dataset in your projects/papers.

@INPROCEEDINGS{9589215,

author={Rao Jerripothula, Koteswar and Kumar Shukla, Sarvesh and Jain, Samyak and Singh, Shudhanshu},

booktitle={IECON 2021 – 47th Annual Conference of the IEEE Industrial Electronics Society},

title={Fruit Maturity Recognition from Agricultural, Market and Automation Perspectives},

year={2021},

pages={1-6},

doi={10.1109/IECON48115.2021.9589215}

}

Benchmarks archive 2025-07-28

All 2 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Fruit-type + Maturity-state Prediction (Multi-label Classification) RawRipe Dataset VGG16 + Logistic Regression Classification Accuracy 0.862 Fruit Maturity Recognition from Agricultural, Market and... — 1 Compare
Raw vs Ripe (Generic) RawRipe Dataset VGG16 + Logistic Regression Classification Accuracy 0.944 Fruit Maturity Recognition from Agricultural, Market and... — 1 Compare

Papers archive 2025-07-28

1 shown of 1 paper with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 1. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Fruit Maturity Recognition from Agricultural, Market and Automation Perspectives 0 2 10 Nov 2021 not harvested

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

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Modalities archive 2025-07-28

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Languages archive 2025-07-28

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Variants archive 2025-07-28

  • RawRipe Dataset

1 variant name, as the archive lists them.

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