Mushroom dataset is divided into two parts: CNN and R-CNN. CNN will use an image size of 227x227 pixels, R-CNN will use an image of 300x300 pixels. Image data of mushrooms was collected in the northeastern region of Thailand. The mushroom datasets containing 2,000 images were divided into two sets: a poisonous mushroom set containing 527 images and an edible mushroom set containing 1,473 images. There are 5 species in all. Edible mushroom: 1. Amanita citrina. 2. Russula delica. 3. Phaeogyroporus portentosus. Poisonous mushroom: 1. Amanita phalloides. 2. Inocybe rimosa. Format: JPEG, provided in .zip format Period covered: 13 July - 23th August 2020