| Model,Architecture,Resolution,Batch_Size,Best_Epoch,Precision,Recall,mAP50,mAP50-95,AP_Signature,AP_Stamp,AP_QR,Inference_ms,Train_Box_Loss,Val_Box_Loss,Params_M,Params_per_mAP,mAP_excl_QR |
| y8n_1024,YOLOV8N,1024,16,48,0.8434193689257665,0.8235294117647058,0.8810804207624694,0.6686309516247201,0.3552619032494403,0.982,,236.71049230238972,0.67127,0.68205,3.2,4.785898696768755,0.6686309516247202 |
| y8m_1024,YOLOV8M,1024,8,109,0.9495827274593112,0.7529411764705882,0.8718857005063901,0.6491656859925887,0.3782063719851777,0.920125,,307.9606785493739,0.50563,0.65969,25.9,39.89736450779638,0.6491656859925888 |
| y8l_1024,YOLOV8L,1024,8,53,0.8463207376548569,0.7693780090222759,0.8584909925856841,0.6415920599661721,0.30218411993234434,0.9810000000000001,,316.36700910680435,0.87282,0.8514,43.7,68.1118154771181,0.6415920599661722 |
| y8s_1024,YOLOV8S,1024,16,89,0.9854746232580573,0.7647058823529411,0.8310901583710407,0.6296196865472865,0.35390603976124,0.9053333333333333,,248.7977673025692,0.52658,0.52007,11.2,17.788516209552864,0.6296196865472867 |
| y8s_640,YOLOV8S,640,16,44,0.8771017386663466,0.8027068850622838,0.8234999999999999,0.614836111111111,0.3331166666666666,0.8965555555555556,,224.98705807854148,0.65515,0.66632,11.2,18.21623648578438,0.6148361111111111 |
| y8s_768,YOLOV8S,768,16,86,0.8496492883173588,0.7955523707685128,0.83647167538344,0.5959686751172837,0.31663937043658746,0.8752979797979797,,232.9273644615622,0.58834,0.56733,11.2,18.792934037675543,0.5959686751172836 |
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