Trained second general model

Edmond Yoo

2018-09-08 ff68352bb11e413fbc67effd04067b7345b88829

Trained second general model

 .gitignore

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# CMake #
cmake-build-debug/
CMakeLists.txt

yolo.weights

 README.md

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Currently trying to generate enough images to start model training. Hopefully this helps.

Recompiled darknet with OpenCV and CUDNN installed, and recalculated anchors.

-----------------------

I've ran a quick training with tiny_yolo configuration with new training data, and Voila! The model performs significantly better than the last iteration, even against some hard images with glaring & skew! The first prediction model can't detect anything from these new test images, so this is a huge improvement to the model :)

<img src="https://github.com/hj3yoo/darknet/blob/master/figures/1_detection_result_1.jpg" width="360"> <img src="https://github.com/hj3yoo/darknet/blob/master/figures/1_detection_result_2.jpg" width="360"> <img src="https://github.com/hj3yoo/darknet/blob/master/figures/1_detection_result_3.jpg" width="360"> <img src="https://github.com/hj3yoo/darknet/blob/master/figures/1_detection_result_4.jpg" width="360"> <img src="https://github.com/hj3yoo/darknet/blob/master/figures/1_detection_result_5.jpg" width="360"> <img src="https://github.com/hj3yoo/darknet/blob/master/figures/1_detection_result_6.jpg" width="360">

<img src="https://github.com/hj3yoo/darknet/blob/master/figures/1_learning_curve.jpg" width="360"> 

 bad.list

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../data/hand_of_cards_green_1.jpg
../data/test54.jpg
../data/s-l300.jpgjpg
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/media/edmond/My Passport/data/train/horizontal_span_skew/mrd147_dgm72_tsp209_avr209__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/chk18_tsp184_10e173_shm74_tsp144__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/rav197_fut2_roe215_dis96__0.txt
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/media/edmond/My Passport/data/train/horizontal_span_skew/zen168_mrd140_m14228_wwk109__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/tsp135_m10173_m1371__0.txt
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/media/edmond/My Passport/data/train/horizontal_span_skew/csp101_m12134__0.txt
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/media/edmond/My Passport/data/train/horizontal_span_skew/lrw25_dka18_arb128__0.txt
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/media/edmond/My Passport/data/train/horizontal_span_skew/csp65_dgm63_avr21_m11138_roe209__0.txt
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/media/edmond/My Passport/data/train/horizontal_span_skew/avr40_chk209_m10214_som135_mbs124__0.txt
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/media/edmond/My Passport/data/train/horizontal_span_skew/som29_m10136_con69__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/chk145_con33_rtr205_rav165_con34__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/m13107_nph94_ths52_ths63__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/rtr164_5dn129_isd75__0.txt
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/media/edmond/My Passport/data/train/horizontal_span_skew/roe134_lrw157_m12179__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/rav181_m11159_wwk140__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/con73_wwk90_fut141__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/plc127_tsp57_ala46_lrw247_lrw67__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/m13227_dis170__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/fut10_tsp171_shm163__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/rav205_nph70_m13111_jou145__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/m14100_rtr31_gtc44_jou62_m14226__0.txt
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/media/edmond/My Passport/data/train/horizontal_span_skew/mrd208_chk72__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/lrw223_10e101__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/mbs19_m149__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/eve4_wwk129_mrd111_rtr214_mor64__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/mor35_rtr31__0.txt
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/media/edmond/My Passport/data/train/horizontal_span_skew/m11100_con82__0.txt
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/media/edmond/My Passport/data/train/horizontal_span_skew/eve51_csp52_isd59_mor98_sok116__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/tsp15_rav102_sok131_bng85__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/gpt21_m1095_jou104__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/rtr19_ths82_m1326_m102__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/roe103_lrw47_arb21__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/mrd14_m14221_lrw166_sok127__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/isd175_ala130_dgm148_chk1__0.txt
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/media/edmond/My Passport/data/train/horizontal_span_skew/ths110_dgm31__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/shm33_dst142__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/m12172_roe13_mrd107__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/arb127_rtr228_plc51__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/m1431_dka75_dis34_5dn18__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/eve115_isd46_isd136_bng135__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/dis167_tsp249_5dn70__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/m1277_isd79__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/bok12_con18_lrw298__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/ala136_5dn34__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/bng74_avr219_m14123__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/som39_chk126_dka143_ala57_avr124__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/plc165_dst142_jou39_m14111_mrd229__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/csp117_avr185_con28__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/10e83_10e128_arb67_rav66_tsp122__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/m12106_nph122_10e10_dis162__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/rav55_shm7_m12224__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/mbs62_m1412_gtc136__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/dst40_m10186_10e42_csp74_sok20__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/isd175_plc53__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/m10222_bok7_mbs128_m13106_dis108__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/tsp240_chk98_rav135_m10181_plc120__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/tsp215_tsp77_mrd9_jou50_bng160__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/rav219_arb135__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/m13157_fut64_rtr243__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/m11218_lrw85_mbs89__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/dis84_isd48_shm197__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/rtr114_arb64__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/plc16_10e314_10e142_mrd226__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/som204_som89_roe68__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/ala182_dis46_roe195_shm262__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/avr65_mrd138__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/isd71_avr63_lrw49_m14206_som220__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/tsp47_lrw12_gtc129__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/gtc161_10e328_plc7_ths221__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/m12125_rtr92_lrw268_som62__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/m12182_m1047_10e228__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/roe163_som144_isd56_lrw231_ths95__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/m1296_rav241_gpt45_m1391__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/sok38_m11127__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/mbs56_gtc187_dis52_zen60_5dn64__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/nph58_rtr170_zen38_mor45__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/bok137_m13113_ths234_som66_mbs49__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/chk67_chk85_roe218__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/jou24_som24_som201__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/zen123_fut169__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/mbs150_tsp229_dst57_gtc69__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/10e372_roe228_con32_bok128__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/eve129_dgm6_lrw241_plc120__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/dka58_rtr162_chk118__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/10e134_10e302_chk258_mor67__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/roe220_5dn163_mrd219__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/lrw67_tsp104_m14116__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/m142_con91_mor37_con121__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/bng93_zen210_rav120_tsp178__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/som148_m13157__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/rtr218_chk177_rav142_mor16__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/isd103_chk99_ala198_sok43_m12225__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/arb95_ala130__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/dis13_rtr62__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/m14216_10e58_som128_gtc141__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/som139_chk167_10e143_rav199__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/tsp255_rav278_rtr88_mrd286_zen120__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/isd68_mor111_shm255_rtr25_isd103__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/arb121_mor5_m1356_isd153_rav117__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/mbs36_dis86_dis8__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/fut9_dgm100_roe187_csp44__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/plc138_rav27_nph54__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/eve162_ala24__0.txt
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/media/edmond/My Passport/data/train/horizontal_span_skew/mrd13_10e180_arb55__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/mor135_avr54__0.txt
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/media/edmond/My Passport/data/train/horizontal_span_skew/rav220_isd119__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/bng61_shm113_plc15_plc125__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/mrd281_gtc247__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/mrd287_nph88_jou129_m11227_avr14__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/roe122_jou129_shm240_zen168__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/chk282_mrd230__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/ala113_lrw111__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/nph114_eve20_gtc76_dka148__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/shm254_gpt76_zen162_isd118__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/m1069_5dn146__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/rav117_dka99__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/shm151_lrw206__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/chk108_bok29_eve126_rav77_jou155__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/arb136_plc140_m1459__0.txt
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/media/edmond/My Passport/data/train/horizontal_span_skew/isd54_lrw40_con46__0.txt
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/media/edmond/My Passport/data/train/horizontal_span_skew/10e311_m1056_m11187__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/shm159_10e314__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/avr107_gpt93_gpt34__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/rtr37_avr123__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/lrw146_10e209_dis75_nph82__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/m13203_gtc236_roe83_rav12__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/rav68_ala195_chk152__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/mbs87_ths12_tsp143__0.txt
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/media/edmond/My Passport/data/train/horizontal_span_skew/gtc63_sok61_mrd35__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/wwk139_mor149_m1397__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/csp146_shm194_mrd14__0.txt
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/media/edmond/My Passport/data/train/horizontal_span_skew/dis11_fut44__0.txt
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/media/edmond/My Passport/data/train/horizontal_span_skew/tsp193_rtr21__0.txt
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/media/edmond/My Passport/data/train/horizontal_span_skew/lrw103_ths169_arb144_gtc169_plc5__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/csp138_lrw52_m13135_bok95__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/m1029_nph20_m1128__0.txt
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/media/edmond/My Passport/data/train/horizontal_span_skew/plc37_dgm109__0.txt
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/media/edmond/My Passport/data/train/horizontal_span_skew/zen224_ala202_wwk121__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/lrw34_rav223_rav193_nph121__0.txt
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/media/edmond/My Passport/data/train/horizontal_span_skew/rtr48_nph25_rav89_chk126__0.txt
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/media/edmond/My Passport/data/train/horizontal_span_skew/mrd2_dgm3__0.txt
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/media/edmond/My Passport/data/train/horizontal_span_skew/10e218_5dn87_mrd48_sok63__0.txt
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/media/edmond/My Passport/data/train/horizontal_span_skew/ths49_sok17_ths39__0.txt
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/media/edmond/My Passport/data/train/horizontal_span_skew/ths113_mbs42_gpt128_zen98_5dn158__0.txt
/media/edmond/My Passport/data/train/horizontal_span_skew/m1286_m1426_dka90_mbs54__0.txt
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/media/edmond/My Passport/data/train/horizontal_span_skew/mrd84_zen147__0.txt
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/media/edmond/My Passport/data/train/horizontal_span_skew/rav70_shm26__0.txt
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/media/edmond/My Passport/data/train/horizontal_span_skew/avr120_roe78__0.txt
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 cfg/tiny_yolo.cfg

@@ -12,7 +12,7 @@
hue=.1

learning_rate=0.001
max_batches = 120000
max_batches = 30000
policy=steps
steps=-1,100,80000,100000
scales=.1,10,.1,.1

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