Object Detection
ultralytics
yolo
yolov11
poultry
chicken
egg
broiler
agriculture
smart-farming
animal-welfare
precision-livestock-farming
Eval Results (legacy)
Instructions to use Williamsanderson/PoultryVision with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- ultralytics
How to use Williamsanderson/PoultryVision with ultralytics:
from ultralytics import YOLOvv11 model = YOLOvv11.from_pretrained("Williamsanderson/PoultryVision") source = 'http://images.cocodataset.org/val2017/000000039769.jpg' model.predict(source=source, save=True) - Notebooks
- Google Colab
- Kaggle
Initial release: YOLOv11m fine-tuned on PoultryVision dataset (79.3% mAP50-95, beats paper YOLOv11x by +8.5pts)
eacfff4 verified | epoch,time,train/box_loss,train/cls_loss,train/dfl_loss,metrics/precision(B),metrics/recall(B),metrics/mAP50(B),metrics/mAP50-95(B),val/box_loss,val/cls_loss,val/dfl_loss,lr/pg0,lr/pg1,lr/pg2 | |
| 1,1097.3,1.5116,1.25664,1.36915,0.79793,0.75994,0.8056,0.40034,1.57706,1.21091,1.76912,0.000333174,0.000333174,0.0670158 | |
| 2,3641.3,1.45996,1.12731,1.34597,0.80253,0.77555,0.84621,0.50205,1.61693,1.16854,1.81129,0.000659909,0.000659909,0.0340092 | |
| 3,4941.45,1.40648,1.04879,1.32211,0.86395,0.82149,0.88679,0.63145,1.18797,0.8351,1.48622,0.000980043,0.000980043,0.000996015 | |
| 4,7616.5,1.37174,0.98329,1.30071,0.87254,0.85093,0.90497,0.65024,1.20373,0.76027,1.50121,0.0009703,0.0009703,0.0009703 | |
| 5,9102.44,1.32432,0.9135,1.27275,0.88031,0.85791,0.91422,0.68246,1.08366,0.74447,1.44896,0.0009604,0.0009604,0.0009604 | |
| 6,10142.4,1.2963,0.87188,1.251,0.88831,0.8814,0.93242,0.65472,1.0977,0.63463,1.40664,0.0009505,0.0009505,0.0009505 | |
| 7,12968,1.27124,0.84657,1.24489,0.89537,0.87319,0.92722,0.6799,1.05937,0.61219,1.41792,0.0009406,0.0009406,0.0009406 | |
| 8,14242.1,1.25244,0.82014,1.23501,0.89354,0.88302,0.93491,0.66736,1.06652,0.63393,1.39677,0.0009307,0.0009307,0.0009307 | |
| 9,15303,1.24543,0.80709,1.22629,0.90968,0.88607,0.93836,0.69395,1.03288,0.56413,1.40576,0.0009208,0.0009208,0.0009208 | |
| 10,22679.3,1.2151,0.77517,1.21542,0.90065,0.894,0.94338,0.67011,1.03191,0.56209,1.37994,0.0009109,0.0009109,0.0009109 | |
| 11,23720.2,1.20637,0.76478,1.2132,0.90917,0.89363,0.94347,0.69142,1.07072,0.5799,1.40064,0.000901,0.000901,0.000901 | |
| 12,24759.7,1.20267,0.75202,1.19741,0.90469,0.89752,0.94451,0.66597,1.00649,0.54764,1.35156,0.0008911,0.0008911,0.0008911 | |
| 13,31700.7,1.18699,0.7381,1.19809,0.90752,0.90499,0.95041,0.70236,0.99337,0.52987,1.32797,0.0008812,0.0008812,0.0008812 | |
| 14,32779.8,1.18423,0.73434,1.19185,0.90986,0.904,0.95035,0.71025,0.97063,0.50587,1.31836,0.0008713,0.0008713,0.0008713 | |
| 15,37565.1,1.16164,0.71945,1.18696,0.91729,0.91288,0.95552,0.73783,0.95995,0.48529,1.30503,0.0008614,0.0008614,0.0008614 | |
| 16,38645.1,1.16591,0.71275,1.18644,0.9202,0.9078,0.95357,0.72958,0.95405,0.50179,1.31217,0.0008515,0.0008515,0.0008515 | |
| 17,44907.8,1.14631,0.69896,1.18266,0.91976,0.91301,0.95807,0.74834,0.94488,0.48085,1.30797,0.0008416,0.0008416,0.0008416 | |
| 18,46690.8,1.14532,0.69554,1.1749,0.91468,0.91499,0.95562,0.74378,0.91848,0.48017,1.29002,0.0008317,0.0008317,0.0008317 | |
| 19,55106.7,1.14045,0.69331,1.17805,0.91684,0.9139,0.9575,0.74611,0.92426,0.47427,1.28916,0.0008218,0.0008218,0.0008218 | |
| 20,56158.6,1.11598,0.66689,1.15662,0.92208,0.91374,0.9595,0.75296,0.90867,0.46367,1.26935,0.0008119,0.0008119,0.0008119 | |
| 21,57207.3,1.10921,0.66209,1.15628,0.92139,0.91638,0.95965,0.74902,0.90613,0.45068,1.25905,0.000802,0.000802,0.000802 | |
| 22,58245.1,1.10692,0.66624,1.15393,0.92617,0.91827,0.96122,0.75535,0.88215,0.44642,1.24841,0.0007921,0.0007921,0.0007921 | |
| 23,59321.5,1.11284,0.65931,1.15406,0.92334,0.91835,0.961,0.75913,0.91356,0.44558,1.2566,0.0007822,0.0007822,0.0007822 | |
| 24,65095,1.09916,0.65043,1.15043,0.92253,0.92179,0.96362,0.76088,0.87768,0.43167,1.24954,0.0007723,0.0007723,0.0007723 | |
| 25,66570.9,1.09281,0.64562,1.14985,0.9258,0.92348,0.96406,0.76346,0.87138,0.43554,1.2435,0.0007624,0.0007624,0.0007624 | |
| 26,67621.7,1.08539,0.63994,1.14541,0.9282,0.9201,0.96343,0.75438,0.88556,0.43451,1.25336,0.0007525,0.0007525,0.0007525 | |
| 27,1368,1.07327,0.62887,1.13737,0.92461,0.92384,0.96343,0.7499,0.87258,0.43157,1.24462,0.0007426,0.0007426,0.0007426 | |
| 28,8264.09,1.07704,0.62968,1.13965,0.92535,0.92552,0.96517,0.76351,0.86995,0.42493,1.24326,0.0007327,0.0007327,0.0007327 | |
| 29,11008.8,1.07805,0.63239,1.14283,0.92634,0.92407,0.96394,0.7638,0.8584,0.42076,1.24271,0.0007228,0.0007228,0.0007228 | |
| 30,12678.7,1.05289,0.62005,1.12977,0.92759,0.9231,0.96485,0.77017,0.86245,0.42188,1.23526,0.0007129,0.0007129,0.0007129 | |
| 31,14278.4,1.05917,0.61825,1.13173,0.92518,0.92657,0.96512,0.76832,0.86374,0.41904,1.24669,0.000703,0.000703,0.000703 | |
| 32,15863.6,1.06259,0.61914,1.13339,0.92723,0.92572,0.96538,0.77167,0.84669,0.41017,1.23241,0.0006931,0.0006931,0.0006931 | |
| 33,17487.5,1.05227,0.6056,1.13139,0.92905,0.92674,0.96608,0.77016,0.83635,0.40864,1.21689,0.0006832,0.0006832,0.0006832 | |
| 34,19149.1,1.05149,0.60829,1.1273,0.93129,0.92607,0.96695,0.77608,0.83406,0.40516,1.21769,0.0006733,0.0006733,0.0006733 | |
| 35,20794,1.04155,0.59854,1.11983,0.93092,0.92526,0.96647,0.77357,0.83305,0.40039,1.21987,0.0006634,0.0006634,0.0006634 | |
| 36,22396.9,1.04179,0.59371,1.11949,0.92746,0.93027,0.96753,0.77847,0.83277,0.39905,1.21209,0.0006535,0.0006535,0.0006535 | |
| 37,24002.5,1.03872,0.59467,1.12332,0.92987,0.92894,0.96782,0.78178,0.82927,0.39786,1.20729,0.0006436,0.0006436,0.0006436 | |
| 38,25582.5,1.02598,0.58628,1.10846,0.93149,0.92741,0.96706,0.78278,0.82279,0.39286,1.20681,0.0006337,0.0006337,0.0006337 | |
| 39,27168.9,1.02251,0.58292,1.11283,0.92987,0.92939,0.96744,0.78104,0.82437,0.39022,1.20788,0.0006238,0.0006238,0.0006238 | |
| 40,28747.1,1.01813,0.5804,1.10903,0.93146,0.93008,0.96842,0.7802,0.8208,0.38556,1.20507,0.0006139,0.0006139,0.0006139 | |
| 41,30316.4,1.00959,0.57397,1.1052,0.93515,0.92801,0.96868,0.78208,0.81476,0.38401,1.19639,0.000604,0.000604,0.000604 | |
| 42,31911.2,1.01693,0.57068,1.10214,0.93263,0.9313,0.96871,0.78468,0.81022,0.38408,1.19085,0.0005941,0.0005941,0.0005941 | |
| 43,33531.7,1.01729,0.57439,1.10833,0.93431,0.92982,0.96963,0.78472,0.81013,0.38139,1.18936,0.0005842,0.0005842,0.0005842 | |
| 44,35101.9,1.00907,0.56846,1.10296,0.93477,0.9306,0.96974,0.78671,0.81019,0.38003,1.19035,0.0005743,0.0005743,0.0005743 | |
| 45,36678.2,1.00707,0.56567,1.10015,0.93627,0.92923,0.97004,0.78928,0.80827,0.37777,1.18772,0.0005644,0.0005644,0.0005644 | |
| 46,38260.9,0.99212,0.55656,1.0972,0.93607,0.92963,0.97019,0.7917,0.80262,0.37698,1.18166,0.0005545,0.0005545,0.0005545 | |
| 47,39833.1,0.99283,0.55637,1.09679,0.93122,0.93446,0.97025,0.79204,0.80144,0.37727,1.18303,0.0005446,0.0005446,0.0005446 | |
| 48,41421.6,0.99537,0.55217,1.09489,0.93112,0.9358,0.97029,0.79346,0.79978,0.37635,1.18195,0.0005347,0.0005347,0.0005347 | |
| 49,43163.7,0.98463,0.55178,1.09817,0.93318,0.93286,0.97057,0.79447,0.79943,0.37379,1.1807,0.0005248,0.0005248,0.0005248 | |
| 50,44967.2,0.99004,0.55233,1.09411,0.93404,0.93217,0.9705,0.79441,0.7984,0.37253,1.17907,0.0005149,0.0005149,0.0005149 | |
| 51,48389.7,0.98621,0.54911,1.08645,0.93162,0.93453,0.97058,0.79463,0.79739,0.37226,1.178,0.000505,0.000505,0.000505 | |
| 52,1167.66,0.99676,0.57155,1.13067,0.93176,0.93441,0.97041,0.79426,0.79218,0.3761,1.18312,0.0004951,0.0004951,0.0004951 | |
| 53,2305.23,0.99979,0.57956,1.13262,0.93235,0.93471,0.97046,0.79403,0.79136,0.37602,1.18209,0.0004852,0.0004852,0.0004852 | |
| 54,3439.46,1.00784,0.5875,1.13933,0.93305,0.93435,0.9706,0.79411,0.79013,0.37585,1.18131,0.0004753,0.0004753,0.0004753 | |
| 55,4575.86,0.99939,0.57792,1.12948,0.93345,0.93366,0.97063,0.79382,0.78989,0.37593,1.18058,0.0004654,0.0004654,0.0004654 | |
| 56,5712.51,0.99967,0.57416,1.1243,0.93417,0.93303,0.97076,0.79352,0.78915,0.37528,1.17933,0.0004555,0.0004555,0.0004555 | |
| 57,6847.13,0.99195,0.5701,1.12321,0.93414,0.93308,0.97056,0.79378,0.78789,0.37421,1.17712,0.0004456,0.0004456,0.0004456 | |
| 58,7981.44,0.98986,0.56676,1.12495,0.934,0.93295,0.97052,0.79386,0.78758,0.37434,1.17679,0.0004357,0.0004357,0.0004357 | |
| 59,9116.14,0.98935,0.56328,1.12711,0.93234,0.93476,0.97074,0.79361,0.78768,0.37364,1.17682,0.0004258,0.0004258,0.0004258 | |
| 60,10250.1,0.98552,0.56499,1.12535,0.93195,0.93528,0.97079,0.79361,0.78693,0.37281,1.17621,0.0004159,0.0004159,0.0004159 | |
| 61,11384.3,0.97948,0.55868,1.1192,0.93205,0.93494,0.97091,0.79366,0.78661,0.3721,1.17642,0.000406,0.000406,0.000406 | |
| 62,12723.7,0.9769,0.55682,1.12198,0.93307,0.93436,0.97094,0.79341,0.78619,0.37175,1.17647,0.0003961,0.0003961,0.0003961 | |
| 63,1362.39,0.91471,0.50739,1.08977,0.93236,0.93557,0.97101,0.79336,0.78635,0.37178,1.17691,0.000123143,0.000123143,0.000123143 | |
| 64,2671.62,0.917,0.51054,1.08896,0.93413,0.93399,0.97102,0.79329,0.78652,0.37179,1.17725,0.000109,0.000109,0.000109 | |
| 65,4334.99,0.92642,0.51904,1.09613,0.93359,0.93448,0.97106,0.79336,0.78647,0.37199,1.1771,9.48571e-05,9.48571e-05,9.48571e-05 | |
| 66,6392.03,0.92112,0.5123,1.09142,0.93361,0.93447,0.97107,0.79321,0.78676,0.37207,1.17739,8.07143e-05,8.07143e-05,8.07143e-05 | |
| 67,7878.64,0.92301,0.51185,1.08902,0.93322,0.93483,0.97112,0.79335,0.78665,0.37196,1.17729,6.65714e-05,6.65714e-05,6.65714e-05 | |
| 68,9074.68,0.92092,0.51101,1.0895,0.93346,0.93445,0.97107,0.79336,0.7865,0.37184,1.17714,5.24286e-05,5.24286e-05,5.24286e-05 | |
| 69,10623.1,0.92111,0.5102,1.09136,0.93347,0.93443,0.97106,0.79324,0.78646,0.37169,1.17723,3.82857e-05,3.82857e-05,3.82857e-05 | |
| 70,11766,0.92614,0.511,1.09693,0.93386,0.93421,0.97106,0.79341,0.78647,0.37179,1.17734,2.41429e-05,2.41429e-05,2.41429e-05 | |