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After reading some disscutions on the ultralytics repo, I had removed the Letterbox preprocessing to gain in simplicity since it was considered unnecessary. I tested it on an image and obtained a similar result. After noticing some strange results this week, I measured the model's performance on an entire dataset using engine and got a much lower result. Using the Letterbox transformation, we get the same results as those obtained with the ultralytics library. Therefore, we need to add it again
Sorry for this error