Datasets:

pcwoods
/

2026-mug-image-dataset

label int64	label_name string	source_id string	parent_id string	augmentation string	is_augmented bool
0	No mug	mug_IMG_2408	mug_IMG_2408	none	false
1	Mug	mug_IMG_2403	mug_IMG_2403	none	false
1	Mug	mug_IMG_2418	mug_IMG_2418	none	false
1	Mug	mug_IMG_2425	mug_IMG_2425	none	false
0	No mug	mug_IMG_2412	mug_IMG_2412	none	false
0	No mug	mug_IMG_2426	mug_IMG_2426	none	false
1	Mug	mug_IMG_2415	mug_IMG_2415	none	false
0	No mug	mug_IMG_2411	mug_IMG_2411	none	false
1	Mug	mug_IMG_2397	mug_IMG_2397	none	false
1	Mug	mug_IMG_2404	mug_IMG_2404	none	false
1	Mug	mug_IMG_2414	mug_IMG_2414	none	false
1	Mug	mug_IMG_2406	mug_IMG_2406	none	false
0	No mug	mug_IMG_2423	mug_IMG_2423	none	false
0	No mug	mug_IMG_2417	mug_IMG_2417	none	false
0	No mug	mug_IMG_2407	mug_IMG_2407	none	false
1	Mug	mug_IMG_2419	mug_IMG_2419	none	false
0	No mug	mug_IMG_2416	mug_IMG_2416	none	false
1	Mug	mug_IMG_2399	mug_IMG_2399	none	false
1	Mug	mug_IMG_2401	mug_IMG_2401	none	false
1	Mug	mug_IMG_2405	mug_IMG_2405	none	false
1	Mug	mug_IMG_2409	mug_IMG_2409	none	false
0	No mug	mug_IMG_2408__brightness_0	mug_IMG_2408	mild_brightness	true
1	Mug	mug_IMG_2403__brightness_0	mug_IMG_2403	mild_brightness	true
1	Mug	mug_IMG_2418__brightness_0	mug_IMG_2418	mild_brightness	true
1	Mug	mug_IMG_2425__brightness_0	mug_IMG_2425	mild_brightness	true
0	No mug	mug_IMG_2412__brightness_0	mug_IMG_2412	mild_brightness	true
0	No mug	mug_IMG_2426__brightness_0	mug_IMG_2426	mild_brightness	true
1	Mug	mug_IMG_2415__brightness_0	mug_IMG_2415	mild_brightness	true
0	No mug	mug_IMG_2411__brightness_0	mug_IMG_2411	mild_brightness	true
1	Mug	mug_IMG_2397__brightness_0	mug_IMG_2397	mild_brightness	true
1	Mug	mug_IMG_2404__brightness_0	mug_IMG_2404	mild_brightness	true
1	Mug	mug_IMG_2414__brightness_0	mug_IMG_2414	mild_brightness	true
1	Mug	mug_IMG_2406__brightness_0	mug_IMG_2406	mild_brightness	true
0	No mug	mug_IMG_2423__brightness_0	mug_IMG_2423	mild_brightness	true
0	No mug	mug_IMG_2417__brightness_0	mug_IMG_2417	mild_brightness	true
0	No mug	mug_IMG_2407__brightness_0	mug_IMG_2407	mild_brightness	true
1	Mug	mug_IMG_2419__brightness_0	mug_IMG_2419	mild_brightness	true
0	No mug	mug_IMG_2416__brightness_0	mug_IMG_2416	mild_brightness	true
1	Mug	mug_IMG_2399__brightness_0	mug_IMG_2399	mild_brightness	true
1	Mug	mug_IMG_2401__brightness_0	mug_IMG_2401	mild_brightness	true
1	Mug	mug_IMG_2405__brightness_0	mug_IMG_2405	mild_brightness	true
1	Mug	mug_IMG_2409__brightness_0	mug_IMG_2409	mild_brightness	true
0	No mug	mug_IMG_2408__rotation_0	mug_IMG_2408	small_rotation	true
1	Mug	mug_IMG_2403__rotation_0	mug_IMG_2403	small_rotation	true
1	Mug	mug_IMG_2418__rotation_0	mug_IMG_2418	small_rotation	true
1	Mug	mug_IMG_2425__rotation_0	mug_IMG_2425	small_rotation	true
0	No mug	mug_IMG_2412__rotation_0	mug_IMG_2412	small_rotation	true
0	No mug	mug_IMG_2426__rotation_0	mug_IMG_2426	small_rotation	true
1	Mug	mug_IMG_2415__rotation_0	mug_IMG_2415	small_rotation	true
0	No mug	mug_IMG_2411__rotation_0	mug_IMG_2411	small_rotation	true
1	Mug	mug_IMG_2397__rotation_0	mug_IMG_2397	small_rotation	true
1	Mug	mug_IMG_2404__rotation_0	mug_IMG_2404	small_rotation	true
1	Mug	mug_IMG_2414__rotation_0	mug_IMG_2414	small_rotation	true
1	Mug	mug_IMG_2406__rotation_0	mug_IMG_2406	small_rotation	true
0	No mug	mug_IMG_2423__rotation_0	mug_IMG_2423	small_rotation	true
0	No mug	mug_IMG_2417__rotation_0	mug_IMG_2417	small_rotation	true
0	No mug	mug_IMG_2407__rotation_0	mug_IMG_2407	small_rotation	true
1	Mug	mug_IMG_2419__rotation_0	mug_IMG_2419	small_rotation	true
0	No mug	mug_IMG_2416__rotation_0	mug_IMG_2416	small_rotation	true
1	Mug	mug_IMG_2399__rotation_0	mug_IMG_2399	small_rotation	true
1	Mug	mug_IMG_2401__rotation_0	mug_IMG_2401	small_rotation	true
1	Mug	mug_IMG_2405__rotation_0	mug_IMG_2405	small_rotation	true
1	Mug	mug_IMG_2409__rotation_0	mug_IMG_2409	small_rotation	true
0	No mug	mug_IMG_2408__contrast_0	mug_IMG_2408	mild_contrast	true
1	Mug	mug_IMG_2403__contrast_0	mug_IMG_2403	mild_contrast	true
1	Mug	mug_IMG_2418__contrast_0	mug_IMG_2418	mild_contrast	true
1	Mug	mug_IMG_2425__contrast_0	mug_IMG_2425	mild_contrast	true
0	No mug	mug_IMG_2412__contrast_0	mug_IMG_2412	mild_contrast	true
0	No mug	mug_IMG_2426__contrast_0	mug_IMG_2426	mild_contrast	true
1	Mug	mug_IMG_2415__contrast_0	mug_IMG_2415	mild_contrast	true
0	No mug	mug_IMG_2411__contrast_0	mug_IMG_2411	mild_contrast	true
1	Mug	mug_IMG_2397__contrast_0	mug_IMG_2397	mild_contrast	true
1	Mug	mug_IMG_2404__contrast_0	mug_IMG_2404	mild_contrast	true
1	Mug	mug_IMG_2414__contrast_0	mug_IMG_2414	mild_contrast	true
1	Mug	mug_IMG_2406__contrast_0	mug_IMG_2406	mild_contrast	true
0	No mug	mug_IMG_2423__contrast_0	mug_IMG_2423	mild_contrast	true
0	No mug	mug_IMG_2417__contrast_0	mug_IMG_2417	mild_contrast	true
0	No mug	mug_IMG_2407__contrast_0	mug_IMG_2407	mild_contrast	true
1	Mug	mug_IMG_2419__contrast_0	mug_IMG_2419	mild_contrast	true
0	No mug	mug_IMG_2416__contrast_0	mug_IMG_2416	mild_contrast	true
1	Mug	mug_IMG_2399__contrast_0	mug_IMG_2399	mild_contrast	true
1	Mug	mug_IMG_2401__contrast_0	mug_IMG_2401	mild_contrast	true
1	Mug	mug_IMG_2405__contrast_0	mug_IMG_2405	mild_contrast	true
1	Mug	mug_IMG_2409__contrast_0	mug_IMG_2409	mild_contrast	true
0	No mug	mug_IMG_2408__blur_0	mug_IMG_2408	mild_gaussian_blur	true
1	Mug	mug_IMG_2403__blur_0	mug_IMG_2403	mild_gaussian_blur	true
1	Mug	mug_IMG_2418__blur_0	mug_IMG_2418	mild_gaussian_blur	true
1	Mug	mug_IMG_2425__blur_0	mug_IMG_2425	mild_gaussian_blur	true
0	No mug	mug_IMG_2412__blur_0	mug_IMG_2412	mild_gaussian_blur	true
0	No mug	mug_IMG_2426__blur_0	mug_IMG_2426	mild_gaussian_blur	true
1	Mug	mug_IMG_2415__blur_0	mug_IMG_2415	mild_gaussian_blur	true
0	No mug	mug_IMG_2411__blur_0	mug_IMG_2411	mild_gaussian_blur	true
1	Mug	mug_IMG_2397__blur_0	mug_IMG_2397	mild_gaussian_blur	true
1	Mug	mug_IMG_2404__blur_0	mug_IMG_2404	mild_gaussian_blur	true
1	Mug	mug_IMG_2414__blur_0	mug_IMG_2414	mild_gaussian_blur	true
1	Mug	mug_IMG_2406__blur_0	mug_IMG_2406	mild_gaussian_blur	true
0	No mug	mug_IMG_2423__blur_0	mug_IMG_2423	mild_gaussian_blur	true
0	No mug	mug_IMG_2417__blur_0	mug_IMG_2417	mild_gaussian_blur	true
0	No mug	mug_IMG_2407__blur_0	mug_IMG_2407	mild_gaussian_blur	true
1	Mug	mug_IMG_2419__blur_0	mug_IMG_2419	mild_gaussian_blur	true

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Mug Classification Dataset

pcwoods/2026-mug-image-dataset

This dataset contains tabletop photographs labeled for the presence of one or more mugs. Images are prepared as 224x224 RGB squares with gray padding.

Source

All images for this dataset were hand-captured by the author and hand-labeled.

Dataset Structure

image: 224x224 RGB image.
label: 0 = No mug, 1 = Mug.
provenance: includes source_id, parent_id, and augmentation type.

Splits and Augmentation

Split	Original	Synthetic	Total
train	21	315	336
validation	4	0	4
test	5	0	5

Training data includes 15 synthetic variants per original image (brightness, rotation, contrast, and blur). Validation and test sets contain only original prepared images.

Usage

from datasets import load_dataset
ds = load_dataset("pcwoods/2026-mug-image-dataset")

AI Use

Generative AI was used in the programming process to prepare this dataset for publicaiton.

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