One embodiment provides a system and method for vehicle damage identification. During operation, the system obtains, a vehicle image and generates, based on a damage identification model and the obtained vehicle image, an initial damage identification result, which indicates a location of identified vehicle damage. The system displays the initial damage identification result, receives a modification to the initial damage identification result, and generates an updated damage identification result by inputting the damage identification result, image feature information extracted from the vehicle image, and the received modification to a long short-term memory (LSTM) model.
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