| CPC G06V 10/764 (2022.01) [G06V 10/762 (2022.01); G06V 20/46 (2022.01); G06V 20/49 (2022.01)] | 17 Claims |

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1. An object recognition apparatus based on environment matching, comprising:
a memory for storing at least one program; and
a processor for executing the program,
wherein the program performs:
acquiring a video that is input in real time to the object recognition apparatus;
determining a similarity between a key frame extracted from the video that is input in real time and each of training video data of a plurality of recognition models, based on a pretrained similarity-matching network;
selecting, among the plurality of recognition models, a recognition model trained with a video having a greatest similarity to the key frame extracted from the video that is input in real time; and
recognizing an object in a scene of the video that is input in real time using the selected recognition model as an initial model.
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