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This dataset is specifically designed for training and evaluating models on crop pest identification, covering ten different pest categories. The categories include armyworm, legume blister beetle, red spider, rice gall midge, rice leaf roller, rice leafhopper, rice water weevil, wheat aphid, white‑backed plant hopper, and yellow rice borer. These pests pose serious threats to crops, making accurate identification and timely control essential.