Datasets:
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1 0.258413 0.980230 0.057326 0.039539 |
1 0.820409 0.839155 0.112604 0.104415 |
1 0.180390 0.536660 0.360781 0.141267 |
1 0.762060 0.389251 0.049136 0.144338 |
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1 0.289123 0.860653 0.032757 0.018426 |
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0 0.741587 0.224184 0.110557 0.047601 |
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0 0.855438 0.957966 0.289123 0.084069 |
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0 0.443698 0.569674 0.071657 0.090595 |
0 0.859309 0.562764 0.133077 0.101344 |
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1 0.396609 0.314012 0.362380 0.135125 |
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1 0.078247 0.400768 0.040947 0.032246 |
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1 0.072105 0.547409 0.028663 0.033781 |
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0 0.234869 0.585797 0.452463 0.202687 |
0 0.389443 0.525144 0.040947 0.038388 |
0 0.471337 0.561228 0.094178 0.095201 |
0 0.037076 0.748561 0.074152 0.046065 |
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0 0.405822 0.071017 0.249776 0.142035 |
0 0.257390 0.145106 0.239539 0.168906 |
0 0.971113 0.234933 0.057773 0.155086 |
0 0.928119 0.465259 0.143762 0.124376 |
0 0.973161 0.665643 0.053679 0.141267 |
0 0.929143 0.790787 0.141715 0.084453 |
0 0.762060 0.899040 0.274344 0.138196 |
0 0.931190 0.913436 0.137620 0.173129 |
0 0.544018 0.946641 0.055278 0.036852 |
0 0.183685 0.683301 0.071657 0.066027 |
0 0.173448 0.769290 0.141267 0.047601 |
0 0.706782 0.593474 0.036852 0.039923 |
0 0.134549 0.267178 0.067562 0.035317 |
1 0.291171 0.615739 0.110557 0.035317 |
1 0.706782 0.581958 0.098272 0.105950 |
1 0.189603 0.214971 0.379207 0.105950 |
1 0.600320 0.013436 0.077799 0.026871 |
1 0.957805 0.317083 0.084389 0.058349 |
1 0.193922 0.548177 0.038900 0.016891 |
1 0.803007 0.984069 0.139220 0.031862 |
1 0.850096 0.876775 0.139219 0.170441 |
0 0.088484 0.452975 0.077799 0.072169 |
EPS and non-EPS mixed-particle dataset
This public dataset contains smartphone-microscopy images of Rhodamine-B-treated particles acquired using 530 nm excitation, a 560 nm long-pass filter, and nominal 10x magnification.
Frozen splits
| Split | Images | EPS boxes | Non-EPS boxes | Total boxes |
|---|---|---|---|---|
train |
23 | 337 | 592 | 929 |
test |
11 | 218 | 272 | 490 |
The contiguous block IMG_5694 through IMG_5704 is the evaluation split. It was fully held out until the complete pipeline was frozen and was evaluated only once. Do not use images/test or labels/test for fitting, calibration, threshold selection, model selection, or early stopping.
Two development images, IMG_5675 and IMG_5678, had empty label files despite visibly containing particles. They were excluded rather than treated as negative images and are not included here.
Directory structure
images/
train/ # 23 development/training images
test/ # 11 evaluation-only images
labels/
train/ # YOLO labels paired with images/train
test/ # YOLO labels paired with images/test
protocol/ # immutable split assignment and evaluation ledger
data.yaml
Each label line is:
class_id center_x center_y width height
Coordinates are normalized to image width and height. Class 0 is EPS; class 1 is non-EPS.
Intended use
The boxes support particle-region detection and EPS/non-EPS appearance classification. Because touching particles can be split or merged arbitrarily, exact particle count should be considered diagnostic. The primary scientific endpoint used by the associated pipeline is projected visible EPS area.
This dataset does not provide chemical proof of polymer identity or human-drawn pixel masks. Its images are specific to the documented optical and staining protocol.
Associated model: TOMTOM17/eps-microplastic-frozen-pipeline-05632d7e
Completed source archive SHA-256: 05632d7ee0a7ad2f0c97a1532d6ef097d1d47af41a1c0026f7ea20f732186236
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