FaceID
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xhuvom
How to decide for unknown people?
Hi,
I understand that we need dataset for known people, but how do decide that a face is unknown while the network has been trained for n-classes (n=number of known people.)?
With adequate confidence level (threshold), the DNN simply won't detect the face, let alone recognition. Can u try this to validate?
thanks for your reply. I understood your point, but I am still stuck in training step. I followed all the steps that you have mentioned in README file, but I am getting the following problem that IOUs are zero in the beginning and afterwards nan. I am now training only by my own images.
nvidia@tegra-ubuntu:~/projects/face-recognition/darknetFaceID-master$ ./net detector train cfg/face.data cfg/face.cfg model/darknet19_448.conv.23
train: Using default '/home/nvidia/projects/face-recognition/darknetFaceID-master/data/train.list'
backup: Using default '/backup/'
face
layer filters size input output
0 Crop Layer: 448 x 448 -> 448 x 448 x 3 image
shift: Using default '0.000000'
1 conv 16 3 x 3 / 1 448 x 448 x 3 -> 448 x 448 x 16
2 max 2 x 2 / 2 448 x 448 x 16 -> 224 x 224 x 16
3 conv 32 3 x 3 / 1 224 x 224 x 16 -> 224 x 224 x 32
4 max 2 x 2 / 2 224 x 224 x 32 -> 112 x 112 x 32
5 conv 64 3 x 3 / 1 112 x 112 x 32 -> 112 x 112 x 64
6 max 2 x 2 / 2 112 x 112 x 64 -> 56 x 56 x 64
7 conv 128 3 x 3 / 1 56 x 56 x 64 -> 56 x 56 x 128
8 max 2 x 2 / 2 56 x 56 x 128 -> 28 x 28 x 128
9 conv 256 3 x 3 / 1 28 x 28 x 128 -> 28 x 28 x 256
10 max 2 x 2 / 2 28 x 28 x 256 -> 14 x 14 x 256
11 conv 512 3 x 3 / 1 14 x 14 x 256 -> 14 x 14 x 512
12 max 2 x 2 / 2 14 x 14 x 512 -> 7 x 7 x 512
13 conv 1024 3 x 3 / 1 7 x 7 x 512 -> 7 x 7 x1024
14 conv 1024 3 x 3 / 1 7 x 7 x1024 -> 7 x 7 x1024
15 conv 1024 3 x 3 / 1 7 x 7 x1024 -> 7 x 7 x1024
16 connected 50176 -> 256
17 connected 256 -> 4096
18 dropout p = 0.50 4096 -> 4096
19 connected 4096 -> 1331
20 Detection Layer
forced: Using default '0'
Loading weights from model/darknet19_448.conv.23...Done!
Learning Rate: 1e-05, Momentum: 0.9, Decayyy: 0.0005
Loaded: 5.695009 seconds
Detection Avg IOU: 0.000000, Pos Cat: 1048.564819, All Cat: -205.399353, Pos Obj: -1195.625977, Any Obj: -1075.994385, count: 16
Detection Avg IOU: 0.000000, Pos Cat: -1342.778687, All Cat: 192.991531, Pos Obj: -1763.723511, Any Obj: 834.437134, count: 15
Detection Avg IOU: 0.000000, Pos Cat: -10280.240234, All Cat: -11229.700195, Pos Obj: -2302.824951, Any Obj: -573.928589, count: 15
Detection Avg IOU: 0.000000, Pos Cat: 12332.845703, All Cat: 10360.833008, Pos Obj: 5746.290039, Any Obj: -425.699585, count: 15
Detection Avg IOU: 0.000000, Pos Cat: -2597.537598, All Cat: -2660.349365, Pos Obj: 3509.388184, Any Obj: 115.368294, count: 15
Detection Avg IOU: 0.000000, Pos Cat: 3079.934570, All Cat: 3388.939209, Pos Obj: 3681.912109, Any Obj: 86.926262, count: 15
Detection Avg IOU: 0.000000, Pos Cat: -741.271912, All Cat: -1420.767578, Pos Obj: -2079.367676, Any Obj: -211.482681, count: 15
Detection Avg IOU: 0.000000, Pos Cat: -1240.980835, All Cat: -2002.131226, Pos Obj: -2604.826416, Any Obj: -853.737793, count: 15
Detection Avg IOU: 0.000000, Pos Cat: 4689.715820, All Cat: 4517.876953, Pos Obj: -442.605225, Any Obj: 112.949478, count: 15
Detection Avg IOU: 0.000000, Pos Cat: -149.117462, All Cat: 957.300781, Pos Obj: 1015.198181, Any Obj: -648.257874, count: 15
Detection Avg IOU: 0.000000, Pos Cat: -66.843460, All Cat: -2539.687256, Pos Obj: 3192.937500, Any Obj: 283.131775, count: 15
Detection Avg IOU: 0.000000, Pos Cat: 323.466766, All Cat: 1278.957764, Pos Obj: -2628.843018, Any Obj: -371.485901, count: 15
Detection Avg IOU: 0.000000, Pos Cat: -6295.822754, All Cat: -4574.437988, Pos Obj: -2180.460449, Any Obj: -839.463074, count: 15
Detection Avg IOU: 0.000000, Pos Cat: -623.742737, All Cat: -3475.410645, Pos Obj: 4349.583984, Any Obj: -801.761780, count: 15
Detection Avg IOU: 0.000000, Pos Cat: 1387.049683, All Cat: -224.514130, Pos Obj: -681.502258, Any Obj: -12.304327, count: 15
Detection Avg IOU: 0.000000, Pos Cat: -3377.054443, All Cat: -4108.574219, Pos Obj: -2428.955811, Any Obj: -435.953918, count: 15
Detection Avg IOU: 0.000000, Pos Cat: -3495.503906, All Cat: -4256.576172, Pos Obj: 7753.472168, Any Obj: 15.175406, count: 15
Detection Avg IOU: 0.000000, Pos Cat: -1589.234009, All Cat: 357.427155, Pos Obj: 4501.778320, Any Obj: -815.269653, count: 15
Detection Avg IOU: 0.000000, Pos Cat: -688.722168, All Cat: -3655.057861, Pos Obj: 1723.111084, Any Obj: -594.035828, count: 15
Detection Avg IOU: 0.000000, Pos Cat: -1626.552002, All Cat: -3789.950928, Pos Obj: -4377.216309, Any Obj: -1774.306763, count: 15
Detection Avg IOU: 0.000000, Pos Cat: 814.298157, All Cat: -836.576416, Pos Obj: 2216.262695, Any Obj: 55.070320, count: 15
Detection Avg IOU: 0.000000, Pos Cat: 878.744446, All Cat: -189.383820, Pos Obj: 1198.857666, Any Obj: 170.082138, count: 15
Detection Avg IOU: 0.000000, Pos Cat: 2128.258545, All Cat: -7697.350586, Pos Obj: -4773.541016, Any Obj: -910.934753, count: 15
Detection Avg IOU: 0.000000, Pos Cat: -17.051434, All Cat: -1416.687744, Pos Obj: -1601.734619, Any Obj: -541.619568, count: 15
Detection Avg IOU: 0.000000, Pos Cat: -3811.817871, All Cat: -2728.891113, Pos Obj: 8890.609375, Any Obj: 130.886383, count: 15
Detection Avg IOU: 0.000000, Pos Cat: -361.712555, All Cat: 1591.130615, Pos Obj: 3852.223633, Any Obj: 1252.586792, count: 15
Detection Avg IOU: 0.000000, Pos Cat: -5003.283691, All Cat: -6064.705078, Pos Obj: 1851.044312, Any Obj: -141.111542, count: 15
Detection Avg IOU: 0.000000, Pos Cat: 1253.618042, All Cat: 1562.568970, Pos Obj: 760.225586, Any Obj: -1345.209351, count: 15
Detection Avg IOU: 0.000000, Pos Cat: -799.379700, All Cat: -1105.232056, Pos Obj: 758.553711, Any Obj: -1691.856689, count: 15
Detection Avg IOU: 0.000000, Pos Cat: 2665.985107, All Cat: 2290.895264, Pos Obj: -836.994324, Any Obj: 347.236938, count: 15
Detection Avg IOU: 0.000000, Pos Cat: -4065.906982, All Cat: -3784.095215, Pos Obj: -856.769043, Any Obj: -2425.250732, count: 15
Detection Avg IOU: 0.000000, Pos Cat: -9551.544922, All Cat: -10439.979492, Pos Obj: 8610.076172, Any Obj: 492.010254, count: 15
Detection Avg IOU: 0.000000, Pos Cat: 1658.131836, All Cat: -3194.989502, Pos Obj: -1332.215698, Any Obj: 32.533146, count: 15
Detection Avg IOU: 0.000000, Pos Cat: 1288.777954, All Cat: 1126.973145, Pos Obj: -2180.958984, Any Obj: -402.385040, count: 15
Detection Avg IOU: 0.000000, Pos Cat: 5702.699707, All Cat: 4412.544922, Pos Obj: 5744.388672, Any Obj: -299.322144, count: 15
Detection Avg IOU: 0.000000, Pos Cat: 6128.572266, All Cat: 4571.741211, Pos Obj: 6677.694824, Any Obj: 219.208145, count: 15
Detection Avg IOU: 0.000000, Pos Cat: -644.862000, All Cat: -1750.898926, Pos Obj: 8266.898438, Any Obj: -796.069031, count: 15
Detection Avg IOU: 0.000000, Pos Cat: 1513.686890, All Cat: 132.072159, Pos Obj: -1234.455322, Any Obj: -630.214783, count: 15
Detection Avg IOU: 0.000000, Pos Cat: 1393.174561, All Cat: -3810.343018, Pos Obj: 1708.879028, Any Obj: 34.697193, count: 15
Detection Avg IOU: 0.000000, Pos Cat: 4440.463867, All Cat: 3796.204590, Pos Obj: 10204.658203, Any Obj: -1392.354614, count: 15
Detection Avg IOU: 0.000000, Pos Cat: 5438.951172, All Cat: 4499.134277, Pos Obj: 2686.078125, Any Obj: -1235.942017, count: 15
Detection Avg IOU: 0.000000, Pos Cat: 1629.380249, All Cat: 677.622681, Pos Obj: 2215.798096, Any Obj: -732.446533, count: 15
Detection Avg IOU: 0.000000, Pos Cat: 2041.200928, All Cat: -1765.528442, Pos Obj: 2481.882568, Any Obj: -419.952698, count: 15
Detection Avg IOU: 0.000000, Pos Cat: 772.103760, All Cat: -2549.760986, Pos Obj: 6993.724121, Any Obj: -1378.496948, count: 15
Detection Avg IOU: 0.000000, Pos Cat: -1209.634644, All Cat: -2571.700195, Pos Obj: 4190.250000, Any Obj: -12.237290, count: 15
Detection Avg IOU: 0.000000, Pos Cat: -618.549744, All Cat: -3516.176758, Pos Obj: -1013.326599, Any Obj: -572.876404, count: 15
Detection Avg IOU: 0.000000, Pos Cat: 2004.422241, All Cat: 1730.838745, Pos Obj: -4306.950195, Any Obj: 217.788971, count: 15
Detection Avg IOU: 0.000000, Pos Cat: -1681.392334, All Cat: 32.218182, Pos Obj: -1437.147583, Any Obj: -829.122925, count: 15
Detection Avg IOU: 0.000000, Pos Cat: 2562.368896, All Cat: 1880.238281, Pos Obj: -5773.557129, Any Obj: 106.359352, count: 15
Detection Avg IOU: 0.000000, Pos Cat: -3224.379639, All Cat: -5640.271484, Pos Obj: -1409.625610, Any Obj: -362.085205, count: 15
Detection Avg IOU: 0.000000, Pos Cat: -1542.555054, All Cat: -2627.768066, Pos Obj: -370.803680, Any Obj: 103.039032, count: 15
Detection Avg IOU: 0.000000, Pos Cat: 308.189362, All Cat: -57.191635, Pos Obj: -370.873932, Any Obj: -136.892273, count: 15
Detection Avg IOU: 0.000000, Pos Cat: 1300.372803, All Cat: 543.050049, Pos Obj: 3789.279297, Any Obj: 280.477783, count: 15
Detection Avg IOU: 0.000000, Pos Cat: -2443.751953, All Cat: -3218.016846, Pos Obj: 4533.931641, Any Obj: 67.891571, count: 15
Detection Avg IOU: 0.000000, Pos Cat: -219.394547, All Cat: 1103.177368, Pos Obj: 1447.561035, Any Obj: -316.026978, count: 15
Detection Avg IOU: 0.000000, Pos Cat: -1111.488037, All Cat: -4688.905762, Pos Obj: 1765.938477, Any Obj: -488.697235, count: 15
Detection Avg IOU: 0.000000, Pos Cat: -2022.611450, All Cat: -5050.279785, Pos Obj: 2746.851562, Any Obj: -245.821609, count: 15
Detection Avg IOU: 0.000000, Pos Cat: 46.535061, All Cat: 178.984802, Pos Obj: 85.112442, Any Obj: 78.406937, count: 15
Detection Avg IOU: 0.000000, Pos Cat: 803.297302, All Cat: -570.098938, Pos Obj: 2383.409912, Any Obj: -242.648788, count: 15
Detection Avg IOU: 0.000000, Pos Cat: 300.132446, All Cat: -771.283752, Pos Obj: -1571.226685, Any Obj: -188.813553, count: 15
Detection Avg IOU: 0.000000, Pos Cat: -5728.143066, All Cat: -5661.891602, Pos Obj: -5436.281738, Any Obj: 716.114258, count: 15
Detection Avg IOU: 0.000000, Pos Cat: 2921.186035, All Cat: 2267.868164, Pos Obj: 185.823441, Any Obj: -422.676392, count: 15
Detection Avg IOU: 0.000000, Pos Cat: -263.929321, All Cat: 841.467590, Pos Obj: 7976.604492, Any Obj: -594.785339, count: 15
Detection Avg IOU: 0.000000, Pos Cat: -3431.744873, All Cat: -5752.180176, Pos Obj: -7023.792480, Any Obj: -2.156036, count: 15
1: nan, nan avg, 0.000010 rate, 12.342976 seconds, 128 images
Loaded: 0.000069 seconds
Detection Avg IOU: nan, Pos Cat: 817754351454912512.000000, All Cat: 949825832757493760.000000, Pos Obj: -298586779252948992.000000, Any Obj: 53072842157195264.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 1383843685451431936.000000, All Cat: 1522665549673267200.000000, Pos Obj: -324100053222293504.000000, Any Obj: 67216036318937088.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 581934739661783040.000000, All Cat: 799907559749189632.000000, Pos Obj: -445181606567608320.000000, Any Obj: 70473360991059968.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 3124061904331341824.000000, All Cat: 3279028172661719040.000000, Pos Obj: -454216912088334336.000000, Any Obj: 108557274091356160.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 2646806237911449600.000000, All Cat: 2802426440782446592.000000, Pos Obj: -433435283329908736.000000, Any Obj: 102075850614112256.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 1825579766174973952.000000, All Cat: 1985065027295510528.000000, Pos Obj: -408288043653398528.000000, Any Obj: 84152178993790976.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 1791624373208088576.000000, All Cat: 1963077818396966912.000000, Pos Obj: -419159567952248832.000000, Any Obj: 86993729356824576.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 1614733705580904448.000000, All Cat: 1789453937254858752.000000, Pos Obj: -417826616262000640.000000, Any Obj: 83449290415931392.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 2451798504876539904.000000, All Cat: 2581943298209873920.000000, Pos Obj: -360594493415620608.000000, Any Obj: 89102575479029760.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 3202320469072019456.000000, All Cat: 3333751416131944448.000000, Pos Obj: -387180134819430400.000000, Any Obj: 106232184955731968.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 2226016540891807744.000000, All Cat: 2362305405201154048.000000, Pos Obj: -364469000593211392.000000, Any Obj: 84953645661028352.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 2039920624477929472.000000, All Cat: 2148215785305145344.000000, Pos Obj: -299376606558814208.000000, Any Obj: 75890285413924864.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 2878708358494289920.000000, All Cat: 3041080387393552384.000000, Pos Obj: -454767801773588480.000000, Any Obj: 106242999683383296.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 2010738761243033600.000000, All Cat: 2138765207986503680.000000, Pos Obj: -341496904154087424.000000, Any Obj: 79988740776263680.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 1718267018987175936.000000, All Cat: 1953367893773123584.000000, Pos Obj: -540226621487972352.000000, Any Obj: 99564050660196352.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 1890132781036470272.000000, All Cat: 2174874819110109184.000000, Pos Obj: -642905751798415360.000000, Any Obj: 114710141160390656.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 972488622831828992.000000, All Cat: 1092102706111184896.000000, Pos Obj: -278286633508274176.000000, Any Obj: 53034110142119936.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 3291932590881112064.000000, All Cat: 3543845548211568640.000000, Pos Obj: -634912714581344256.000000, Any Obj: 143119657606316032.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 2864657699402940416.000000, All Cat: 2995807996119875584.000000, Pos Obj: -380416420321689600.000000, Any Obj: 98458087991541760.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 1981339744461651968.000000, All Cat: 2082433653882748928.000000, Pos Obj: -285504291689463808.000000, Any Obj: 70477724677832704.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 1629793716346552320.000000, All Cat: 1868858055672725504.000000, Pos Obj: -544888413350789120.000000, Any Obj: 101678883966812160.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 1941321781818163200.000000, All Cat: 2005357476458790912.000000, Pos Obj: -215340726689464320.000000, Any Obj: 59499144024162304.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 1456126954250960896.000000, All Cat: 1627293289466036224.000000, Pos Obj: -410275960676417536.000000, Any Obj: 79484631874797568.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 2309080521201680384.000000, All Cat: 2465282640601677824.000000, Pos Obj: -409333885369843712.000000, Any Obj: 93955682365079552.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 2284019627547688960.000000, All Cat: 2457301560573558784.000000, Pos Obj: -447576858288979968.000000, Any Obj: 95908707073785856.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 1601644569408045056.000000, All Cat: 1706554883689152512.000000, Pos Obj: -265589645029408768.000000, Any Obj: 62890497445724160.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 1574861290789142528.000000, All Cat: 1743051522905735168.000000, Pos Obj: -387733498405847040.000000, Any Obj: 81566136235196416.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 2613126547485229056.000000, All Cat: 2748273294091223040.000000, Pos Obj: -393283523865214976.000000, Any Obj: 94198210578350080.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 1974085166741585920.000000, All Cat: 2141265909744926720.000000, Pos Obj: -416459201754169344.000000, Any Obj: 89705588887388160.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 2196536160249970688.000000, All Cat: 2437791551372394496.000000, Pos Obj: -586425694905434112.000000, Any Obj: 112463649926283264.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 3497968425542615040.000000, All Cat: 3688391744845512704.000000, Pos Obj: -539025027077505024.000000, Any Obj: 129552817990926336.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 2866336378780647424.000000, All Cat: 3014231687832797184.000000, Pos Obj: -405331422526570496.000000, Any Obj: 102958861530431488.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 1912711527190757376.000000, All Cat: 2027717969554964480.000000, Pos Obj: -302592712429797376.000000, Any Obj: 71320272707256320.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 2221840870607421440.000000, All Cat: 2366438194532057088.000000, Pos Obj: -382506282688446464.000000, Any Obj: 88350397856481280.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 3659601032872198144.000000, All Cat: 3822428534463266816.000000, Pos Obj: -507889228600836096.000000, Any Obj: 123110117938823168.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 3175710088656584704.000000, All Cat: 3284941895951712256.000000, Pos Obj: -348449150536253440.000000, Any Obj: 102313740262703104.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 1686597373255483392.000000, All Cat: 1815869429234270208.000000, Pos Obj: -326505956462559232.000000, Any Obj: 72109580322078720.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 2567717541891801088.000000, All Cat: 2704791732381286400.000000, Pos Obj: -390649471962185728.000000, Any Obj: 92252710652346368.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 2378768667681751040.000000, All Cat: 2482527655849623552.000000, Pos Obj: -304781359044362240.000000, Any Obj: 81169521775214592.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 2213137411439853568.000000, All Cat: 2377157608269152256.000000, Pos Obj: -421132332330647552.000000, Any Obj: 92519024394502144.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 1222248736395100160.000000, All Cat: 1286588995756621824.000000, Pos Obj: -180779365376720896.000000, Any Obj: 44675502488682496.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 1814029259086233600.000000, All Cat: 1992402618143473664.000000, Pos Obj: -426890680883740672.000000, Any Obj: 86998471000719360.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 1232630874940375040.000000, All Cat: 1463737361421565952.000000, Pos Obj: -504889520362094592.000000, Any Obj: 91216455302905856.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 2778117613081853952.000000, All Cat: 3009586800961257472.000000, Pos Obj: -588366539086888960.000000, Any Obj: 126784737338458112.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 3197546389584216064.000000, All Cat: 3445121498665189376.000000, Pos Obj: -626696339064881152.000000, Any Obj: 138596533057617920.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 2230466264449417216.000000, All Cat: 2380357187105980416.000000, Pos Obj: -391962804241825792.000000, Any Obj: 89305169086382080.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 1737653608008122368.000000, All Cat: 1864738597920309248.000000, Pos Obj: -329766558194728960.000000, Any Obj: 74495735302717440.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 2158969833658515456.000000, All Cat: 2296987542563586048.000000, Pos Obj: -372428365266681856.000000, Any Obj: 83505374098882560.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 1801698923375493120.000000, All Cat: 1978961913127632896.000000, Pos Obj: -431463962060521472.000000, Any Obj: 86847073403535360.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 1838179482234519552.000000, All Cat: 2050533523026083840.000000, Pos Obj: -501568204972228608.000000, Any Obj: 95938651585773568.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 1186238356195901440.000000, All Cat: 1258946036483751936.000000, Pos Obj: -204118045864493056.000000, Any Obj: 46372942283538432.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 1780178594601893888.000000, All Cat: 1925749673511878656.000000, Pos Obj: -359028823217405952.000000, Any Obj: 79504216925667328.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 1166761607221477376.000000, All Cat: 1308309435646476288.000000, Pos Obj: -323219378768183296.000000, Any Obj: 64577526239854592.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 1628583978678091776.000000, All Cat: 1859984721958666240.000000, Pos Obj: -538615355916943360.000000, Any Obj: 99661211410366464.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 1797059534062092288.000000, All Cat: 1989843092512964608.000000, Pos Obj: -463884436795031552.000000, Any Obj: 92643071639945216.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 1411891814759137280.000000, All Cat: 1538226387985367040.000000, Pos Obj: -310817437362683904.000000, Any Obj: 65446660116840448.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 704502660929159168.000000, All Cat: 904903910815170560.000000, Pos Obj: -416892100097867776.000000, Any Obj: 68723393746173952.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 1231263082475421696.000000, All Cat: 1324412470630023168.000000, Pos Obj: -239980438670540800.000000, Any Obj: 52950908035661824.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 1956622585630294016.000000, All Cat: 2085519158388195328.000000, Pos Obj: -337451491637854208.000000, Any Obj: 79261053057236992.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 1728310507951095808.000000, All Cat: 1856836132973576192.000000, Pos Obj: -327325230064205824.000000, Any Obj: 72263846957416448.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 1825399858584879104.000000, All Cat: 1982518833243488256.000000, Pos Obj: -386361376613859328.000000, Any Obj: 83680875052531712.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 1488182116247142400.000000, All Cat: 1633915785439084544.000000, Pos Obj: -366271443748519936.000000, Any Obj: 73852357791711232.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 2248403697144954880.000000, All Cat: 2395356449854193664.000000, Pos Obj: -374708305706090496.000000, Any Obj: 89657691412103168.000000, count: 15
Detection Avg IOU: nan, Pos Cat: 1771068453571002368.000000, All Cat: 1902523727325691904.000000, Pos Obj: -331722555020804096.000000, Any Obj: 75126571509219328.000000, count: 15
2: nan, nan avg, 0.000010 rate, 12.563115 seconds, 256 images
Loaded: 0.000117 seconds
Detection Avg IOU: nan, Pos Cat: nan, All Cat: nan, Pos Obj: nan, Any Obj: nan, count: 15
Detection Avg IOU: nan, Pos Cat: nan, All Cat: nan, Pos Obj: nan, Any Obj: nan, count: 15
Detection Avg IOU: nan, Pos Cat: nan, All Cat: nan, Pos Obj: nan, Any Obj: nan, count: 15
^C
The cfg file doesn't seem to be 30 layers (or 15 layers for tiny) . Check the .cfg file, it should be like this `[net] batch=1 subdivisions=1 width=416 height=416 channels=3 momentum=0.9 decay=0.0005 angle=0 saturation = 1.5 exposure = 1.5 hue=.1
learning_rate=0.001 max_batches = 120000 policy=steps steps=-1,100,80000,100000 scales=.1,10,.1,.1
[convolutional] batch_normalize=1 filters=32 size=3 stride=1 pad=1 activation=leaky
[maxpool] size=2 stride=2
[convolutional] batch_normalize=1 filters=64 size=3 stride=1 pad=1 activation=leaky
[maxpool] size=2 stride=2
[convolutional] batch_normalize=1 filters=128 size=3 stride=1 pad=1 activation=leaky
[convolutional] batch_normalize=1 filters=64 size=1 stride=1 pad=1 activation=leaky
[convolutional] batch_normalize=1 filters=128 size=3 stride=1 pad=1 activation=leaky
[maxpool] size=2 stride=2
[convolutional] batch_normalize=1 filters=256 size=3 stride=1 pad=1 activation=leaky
[convolutional] batch_normalize=1 filters=128 size=1 stride=1 pad=1 activation=leaky
[convolutional] batch_normalize=1 filters=256 size=3 stride=1 pad=1 activation=leaky
[maxpool] size=2 stride=2
[convolutional] batch_normalize=1 filters=512 size=3 stride=1 pad=1 activation=leaky
[convolutional] batch_normalize=1 filters=256 size=1 stride=1 pad=1 activation=leaky
[convolutional] batch_normalize=1 filters=512 size=3 stride=1 pad=1 activation=leaky
[convolutional] batch_normalize=1 filters=256 size=1 stride=1 pad=1 activation=leaky
[convolutional] batch_normalize=1 filters=512 size=3 stride=1 pad=1 activation=leaky
[maxpool] size=2 stride=2
[convolutional] batch_normalize=1 filters=1024 size=3 stride=1 pad=1 activation=leaky
[convolutional] batch_normalize=1 filters=512 size=1 stride=1 pad=1 activation=leaky
[convolutional] batch_normalize=1 filters=1024 size=3 stride=1 pad=1 activation=leaky
[convolutional] batch_normalize=1 filters=512 size=1 stride=1 pad=1 activation=leaky
[convolutional] batch_normalize=1 filters=1024 size=3 stride=1 pad=1 activation=leaky
#######
[convolutional] batch_normalize=1 size=3 stride=1 pad=1 filters=1024 activation=leaky
[convolutional] batch_normalize=1 size=3 stride=1 pad=1 filters=1024 activation=leaky
[route] layers=-9
[reorg] stride=2
[route] layers=-1,-3
[convolutional] batch_normalize=1 size=3 stride=1 pad=1 filters=1024 activation=leaky
[convolutional] size=1 stride=1 pad=1 filters=425 activation=linear
[region] anchors = 0.738768,0.874946, 2.42204,2.65704, 4.30971,7.04493, 10.246,4.59428, 12.6868,11.8741 bias_match=1 classes=80 coords=4 num=5 softmax=1 jitter=.2 rescore=1
object_scale=5 noobject_scale=1 class_scale=1 coord_scale=1
absolute=1 thresh = .6 random=0`
Hey, good job I had a problem, I don't know what i have to change ion src/yolo.c (I changes the array with classes with my only one class name) I am getting "Segmentation fault (core dumped)"
Working with GPU and CUDA enabled and also opencv installed
What is your Batch size and sub-divisions? Reduce the numbers according to your GPU capacity. Also you may try with OPENCV=0 for training.
just trying with opencv 0
If you may help I followed other tutorials to retrain yolo but whenever I train I get and avg error of 200 or more... You know why?
Thank you for your help bro, it worked... I believe opencv isn't working properly