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The dataset has images collected from publicly available resources like Kaggle and Roboflow, and some photos that I clicked.
Feel free to expand on the ones available and add more directories.
To get an idea of which additional directories could be useful refer recycle.jpeg and compost.jpeg.
The notebook used to train the dataset and the best performing model with 98.2947% accuracy is saved at https://huggingface.co/dvk65/trash-classifier-resnet50.
To use this dataset in your python project use:

from datasets import load_dataset

dataset = load_dataset("dvk65/TrashTypes", split="train")
label_names = dataset.features["label"].names

Currently, it is in a single train split.

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Models trained or fine-tuned on dvk65/TrashTypes