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Yolov5DeepSORTwithOSNet vs Yolov5StrongSORTwithOSNet ablation study on MOT16
Mike edited this page Jun 9, 2022
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HOTA: rep_1280-pedestrian HOTA DetA AssA DetRe DetPr AssRe AssPr LocA RHOTA HOTA(0) LocA(0) HOTALocA(0)
COMBINED 51.286 50.839 52.219 55.475 75.31 56.777 78.178 81.874 53.742 66.59 76.683 51.063
CLEAR: rep_1280-pedestrian MOTA MOTP MODA CLR_Re CLR_Pr MTR PTR MLR sMOTA CLR_TP CLR_FN CLR_FP IDSW MT PT ML Frag
COMBINED 59.955 79.281 60.364 67.013 90.974 32.495 47.002 20.503 46.07 73987 36420 7341 452 168 243 106 2243
Identity: rep_1280-pedestrian IDF1 IDR IDP IDTP IDFN IDFP
COMBINED 64.31 55.841 75.807 61652 48755 19676 HOTA: rep_1280_ecc-pedestrian HOTA DetA AssA DetRe DetPr AssRe AssPr LocA RHOTA HOTA(0) LocA(0) HOTALocA(0)
COMBINED 51.466 50.976 52.455 55.616 75.439 56.993 78.435 81.965 53.928 66.705 76.815 51.239
CLEAR: rep_1280_ecc-pedestrian MOTA MOTP MODA CLR_Re CLR_Pr MTR PTR MLR sMOTA CLR_TP CLR_FN CLR_FP IDSW MT PT ML Frag
COMBINED 60.054 79.382 60.462 67.093 91.006 32.689 47.195 20.116 46.221 74075 36332 7321 450 169 244 104 2246
Identity: rep_1280_ecc-pedestrian IDF1 IDR IDP IDTP IDFN IDFP
COMBINED 64.399 55.938 75.876 61760 48647 19636 HOTA: rep_1280_ecc_woc-pedestrian HOTA DetA AssA DetRe DetPr AssRe AssPr LocA RHOTA HOTA(0) LocA(0) HOTALocA(0)
COMBINED 51.458 50.914 52.476 55.591 75.301 57.536 77.498 81.906 53.934 66.897 76.706 51.314
CLEAR: rep_1280_ecc_woc-pedestrian MOTA MOTP MODA CLR_Re CLR_Pr MTR PTR MLR sMOTA CLR_TP CLR_FN CLR_FP IDSW MT PT ML Frag
COMBINED 60.069 79.378 60.532 67.179 90.997 32.108 47.582 20.309 46.215 74170 36237 7338 512 166 246 105 2288
Identity: rep_1280_ecc_woc-pedestrianIDF1 IDR IDP IDTP IDFN IDFP
COMBINED 64.942 56.443 76.455 62317 48090 19191HOTA: rep_1280_ecc_woc_nsa-pedestrianHOTA DetA AssA DetRe DetPr AssRe AssPr LocA RHOTA HOTA(0) LocA(0) HOTALocA(0)
COMBINED 51.521 50.654 52.851 55.268 74.918 57.776 77.45 81.545 53.98 67.309 76.301 51.357
CLEAR: rep_1280_ecc_woc_nsa-pedestrianMOTA MOTP MODA CLR_Re CLR_Pr MTR PTR MLR sMOTA CLR_TP CLR_FN CLR_FP IDSW MT PT ML Frag
COMBINED 59.975 78.905 60.416 67.094 90.948 30.948 48.936 20.116 45.822 74076 36331 7373 486 160 253 104 2190
Identity: rep_1280_ecc_woc_nsa-pedestrianIDF1 IDR IDP IDTP IDFN IDFP
COMBINED 65.139 56.597 76.719 62487 47920 18962HOTA: rep_1280_ecc_woc_nsa_ema-pedestrianHOTA DetA AssA DetRe DetPr AssRe AssPr LocA RHOTA HOTA(0) LocA(0) HOTALocA(0)
COMBINED 52.897 51.039 55.381 55.638 75.538 60.179 79.446 81.967 55.407 68.425 76.875 52.602
CLEAR: rep_1280_ecc_woc_nsa_ema-pedestrianMOTA MOTP MODA CLR_Re CLR_Pr MTR PTR MLR sMOTA CLR_TP CLR_FN CLR_FP IDSW MT PT ML Frag
COMBINED 60.217 79.392 60.696 67.176 91.203 31.915 47.969 20.116 46.373 74167 36240 7154 529 165 248 104 2185
Identity: rep_1280_ecc_woc_nsa_ema-pedestrianIDF1 IDR IDP IDTP IDFN IDFP
COMBINED 66.877 58.068 78.837 64111 46296 17210HOTA: rep_1280_ecc_woc_nsa_ema_mc-pedestrian HOTA DetA AssA DetRe DetPr AssRe AssPr LocA RHOTA HOTA(0) LocA(0) HOTALocA(0)
COMBINED 52.948 51.068 55.46 55.639 75.608 59.992 80.202 81.989 55.447 68.353 76.972 52.613
CLEAR: rep_1280_ecc_woc_nsa_ema_mc-pedestrian MOTA MOTP MODA CLR_Re CLR_Pr MTR PTR MLR sMOTA CLR_TP CLR_FN CLR_FP IDSW MT PT ML Frag
COMBINED 60.265 79.402 60.705 67.147 91.246 31.915 47.776 20.309 46.434 74135 36272 7112 486 165 247 105 2164
Identity: rep_1280_ecc_woc_nsa_ema_mc-pedestrian IDF1 IDR IDP IDTP IDFN IDFP
COMBINED 66.889 58.056 78.893 64098 46309 17149Yolov5 + StrongSORT with OSNet (with BoT (OSNet), ECC, NSA, EMA, MC, woC and no AFLink nor GSI as it is only intended to be used online)
HOTA: 52.948 (+1.662)
MOTA: 60.265 (+0.310)
IDF1: 66.889 (+2.579)Yolov5 + DeepSORT with OSNet
HOTA: 51.286
MOTA: 59.955
IDF1: 64.31