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0000000000000000000000000000000000000000..852d1471b758dffc1816a01c99729fcf931d7f24 Binary files /dev/null and b/Test_set/99_47_vZnh.jpg differ diff --git a/app.py b/app.py new file mode 100644 index 0000000000000000000000000000000000000000..843607b748c1affceafab278c63255e8094e4cb9 --- /dev/null +++ b/app.py @@ -0,0 +1,80 @@ +# import shutil +# import cv2 +# from PIL import Image +# from collections import deque, Counter + +import time, os, json, onnx, onnxruntime +# import torch +import pandas as pd +import streamlit as st +import requests +from utils import * +import args +from streamlit_lottie import st_lottie + +st.set_page_config( + page_title=args.PAGE_TITLE, + page_icon=args.PAGE_ICON, layout=args.LAYOUT, initial_sidebar_state='auto' +) + + +def load_lottieurl(url: str): + r = requests.get(url) + if r.status_code != 200: + return None + return r.json() + + +lottie_penguin = load_lottieurl('https://assets10.lottiefiles.com/datafiles/Yv8B88Go8kHRZ5T/data.json') +st_lottie(lottie_penguin, height=200) + +hide_streamlit_style = """ + + """ +st.markdown(hide_streamlit_style, unsafe_allow_html=True) + +st.title(args.LANDINGPAGE_TITLE) +st.sidebar.title(args.SIDEBAR_TITLE) +method = st.sidebar.radio('Choose input source 👇', options=['Image', 'Webcam']) + + +# Load model +@st.cache(suppress_st_warning=False) +def initial_setup(): + df_train = pd.read_csv('full_set.csv') + sub_test_list = sorted(list(df_train['Image'].map(lambda x: get_image(x)))) + # embeddings = torch.load('embeddings.pt') + with open('embeddings.npy', 'rb') as f: + embeddings = np.load(f) + PATH = 'model_onnx.onnx' + ort_session = onnxruntime.InferenceSession(PATH) + input_name = ort_session.get_inputs()[0].name + return df_train, sub_test_list, embeddings, ort_session, input_name + + +df_train, sub_test_list, embeddings, ort_session, input_name = initial_setup() + +if method == 'Image': + st.sidebar.markdown('---') + st.sidebar.header('Options') + content_file, col2 = show_original() + image_input( + content_file, df_train, sub_test_list, embeddings, ort_session, input_name, col2 + ) +else: + webcam_input( + df_train, sub_test_list, embeddings, ort_session, input_name + ) diff --git a/args.py b/args.py new file mode 100644 index 0000000000000000000000000000000000000000..1a132fdf22c8a5b52857cbdb040260157ea3f47b --- /dev/null +++ b/args.py @@ -0,0 +1,25 @@ +PAGE_TITLE = 'Car part Classifier' +PAGE_ICON = "🤖" +LAYOUT = "wide" + +LANDINGPAGE_TITLE = 'Car part Classification' +SIDEBAR_TITLE = '✨ Navigation ✨' + + +CONTENT_IMAGES_FILE = [ + 'tail_light.jpg', 'wheel.jpg', 'steering_wheel.jpg', + 'head_light.jpg', 'rear_view_mirror.jpg', 'side_mirror.jpg', +] +CONTENT_IMAGES_NAME = [ + 'Tail light', 'Wheel', 'Steering wheel', + 'Head light', 'Rear view mirror', 'Side mirror', +] + +IMAGES_PATH = 'images' + +DEFAULT_CONFIDENCE_THRESHOLD = 0.8 + +VIDEO_CONFIDENCE = 0.8 + +MEAN = [[[0.485 ]], [[0.456 ]], [[0.4065]]] +STD = [[[0.229]], [[0.224]], [[0.225]]] diff --git a/embeddings.npy b/embeddings.npy new file mode 100644 index 0000000000000000000000000000000000000000..48cd34e169ac3fec920265b7986d69b67eb2d1f6 Binary files /dev/null and b/embeddings.npy differ diff --git a/embeddings.pt b/embeddings.pt new file mode 100644 index 0000000000000000000000000000000000000000..937564af3156204d56134d3bdcdd1187b3ddd7a0 --- /dev/null +++ b/embeddings.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e0c03db5d3bdfaaa7acb2b5b7411e0db6af80b077d773df2d73a99ee0945f45a +size 69880 diff --git a/full_set.csv b/full_set.csv new file mode 100644 index 0000000000000000000000000000000000000000..72f3e29488b114411a4a369593594ac8852ad946 --- /dev/null +++ b/full_set.csv @@ -0,0 +1,1040 @@ +Maker,Car Model,Car Grade,Model year,Part name,Position,Image +メルセデスベンツ,A160,,,gate,,1003_1147_BAEq.jpg +メルセデスベンツ,,,,hydraulic unit,,10041_15298_OsGv.jpg +メルセデスベンツ,S240ワゴン,202086,2000,bonnet,,100_50_GefY.jpg +メルセデスベンツ,C200,204048,2012,door trim,"left, front",10112_15456_HaMe.jpg +メルセデスベンツ,,,,xenon control unit,,10162_15574_lHow.jpg +メルセデスベンツ,S240ワゴン,202086,2000,head light,left,101_49_BpAa.jpg +メルセデスベンツ,,,,throttle valve,,10265_15798_7juP.jpg +メルセデスベンツ,,,2006,steering nuckle,"right, rear",1026_1169_u8rG.jpg +メルセデスベンツ,C240・ワゴン,E-202086,1998,hydraulic unit,,10289_15861_uwzz.jpg +サーブ,9-3,GF-DB204,1998,door glass,"right, front",1028_1174_2u5n.jpg +メルセデスベンツ,190E,,1990,hydraulic unit,,10413_16169_MGVt.jpg +メルセデスベンツ,SL600,GH-230476,2004,steering gearbox,,1041_1191_5INo.jpg +メルセデスベンツ,,,,wheel,,1042_1193_lBMj.jpg +メルセデスベンツ,,,,sam,rear,10441_16243_JhzR.jpg +メルセデスベンツ,,,2002,door control unit,"right, front",10450_16268_ojWA.jpg +メルセデスベンツ,,,,hydraulic unit,,10463_16294_dnZE.jpg +BMW,320I,,2001,door,"left, front",104_62_2ihR.jpg +メルセデスベンツ,,,,door trim,"right, front",10547_16476_lWv1.jpg +BMW,320I,,2001,door,"left, rear",105_63_Ju85.jpg +メルセデスベンツ,,,1989,steering wheel,,10656_16745_wtvM.jpg +メルセデスベンツ,,,,operating unit,,10676_16795_DGLU.jpg +メルセデスベンツ,,,,operating unit,,10677_16798_5Sia.jpg +メルセデスベンツ,,,2001,a/t transmission,,1068_1219_YeER.jpg +メルセデスベンツ,E320,,,headlight switch,,1070_1222_p45F.jpg +メルセデスベンツ,,,,sam,,10715_16893_H7XO.jpg +メルセデスベンツ,MB 190E,,,wheel,,1071_1223_EO3m.jpg +メルセデスベンツ,260E,E-124026,1990,seat,"right, front",1074_1224_2CpV.jpg +メルセデスベンツ,A170 C,,,gate,,1078_1229_e6zM.jpg +メルセデスベンツ,,,,air mass sensor,,1079_1230_HeoH.jpg +メルセデスベンツ,E240,,1999,bumper,front,107_64_YjxR.jpg +メルセデスベンツ,,,,control unit,,1082_1233_cwpv.jpg +メルセデスベンツ,C200K,DBA-204041,2008,head rest,,10835_17167_9mp4.jpg +プジョー,206,,,door mirror,right,108_67_pg8J.jpg +メルセデスベンツ,A200,,,a/c operating unit,,1098_1261_rzgY.jpg +メルセデスベンツ,A160,,,gate,rear,1102_1267_xE88.jpg +メルセデスベンツ,,,,operating unit,,11092_17665_8yJ4.jpg +メルセデスベンツ,,,,hydraulic unit,,11168_17806_X0Tn.jpg +メルセデスベンツ,CLK320 CABRIOLET L,,2004,a/t transmission,,1118_1288_gEHl.jpg +オペル,ベクトラC,,2004,bumper,front,111_68_gITt.jpg +メルセデスベンツ,,,,operating unit,,11219_17904_BZbd.jpg +メルセデスベンツ,C240T,GF-20208,1998,hydraulic unit,,11256_17979_suGV.jpg +メルセデスベンツ,C200,,2011,wheel,,1125_1298_YzrU.jpg +メルセデスベンツ,C200,,2000,wheel,,1126_1299_jLJf.jpg +メルセデスベンツ,500SL,E-129066,1992,hydraulic unit,,11282_18032_7auS.jpg +オペル,ベクトラC,,2004,bonnet,front,112_69_nmUK.jpg +メルセデスベンツ,W210 E320AV,,2001/Y,steering gearbox,,1135_1312_niUe.jpg +メルセデスベンツ,,,2013,door trim,"right, front",11468_18377_S7h3.jpg +メルセデスベンツ,VANEO ,,2005,head rest,rear,1148_1319_RifC.jpg +メルセデスベンツ,,,,switch,,11550_18535_j6bC.jpg +メルセデスベンツ,,,,door glass,left,11569_18572_xLcX.jpg +メルセデスベンツ,C200アバンギヤルト,,2008,seat,"right, front",115_71_Go4t.jpg +メルセデスベンツ,W203,,2005,cross member,,1162_1339_ifol.jpg +メルセデスベンツ,C250,DBA-204047,2010,door trim,"right, front",11639_18705_7fZ4.jpg +メルセデスベンツ,,,,air suspension shock,front,1166_1344_m8ju.jpg +メルセデスベンツ,,,,air suspension shock,rear,1167_1346_7iiW.jpg +サーブ,9-3 SPORT ESTATE ARC,,2006,door glass,"right, front",116_74_3EPu.jpg +メルセデスベンツ,C220 LHD,E-202022,,winker,"right, front",1173_1354_J6Fk.jpg +メルセデスベンツ,C200,,,door trim,"right, front",11777_18942_vc9w.jpg +メルセデスベンツ,E240T,,1999,headlight switch,,1177_1362_gZnL.jpg +アウディ,A4,8DADR,1996,a/c operating unit,,1188_1373_Atez.jpg +メルセデスベンツ,B170,,,drive shaft,left,118_75_rJ0H.jpg +メルセデスベンツ,C180,DBA-203046,2006,xenon control unit,right,12107_19580_pCMj.jpg +メルセデスベンツ,S600L,,2007,side step protector,right,1210_1393_QMj6.jpg +メルセデスベンツ,E320,,1998,room mirror,,1227_1410_PEGk.jpg +メルセデスベンツ,Vクラス,,2003,catalyst,,122_78_D7Rq.jpg +メルセデスベンツ,C200,,1997,operating unit,,12323_19989_TrCP.jpg +メルセデスベンツ,C180T,,2003,a/t transmission,,1232_1418_RnJH.jpg +メルセデスベンツ,C200,,2008,head rest,"left, front",12331_20000_aktb.jpg +ワーゲン,ゴルフ,,2009,wheel,,1233_1420_XBCP.jpg +その他,スマートフォーフォー,,,mission,,12346_20027_aOHP.jpg +メルセデスベンツ,B180,245232,2010,fender,"right, front",123_80_BOez.jpg +メルセデスベンツ,,,,operating unit,,12417_20162_dz2C.jpg +メルセデスベンツ,A170,DBA-169032,2007,wheel,,1241_1428_67hz.jpg +サーブ,,,,radiator grill,,1248_1435_dCpn.jpg +メルセデスベンツ,,,,drive shaft,"left, rear",1250_1438_fm5X.jpg +メルセデスベンツ,,,,door trim,left,12585_20497_Hcjj.jpg +メルセデスベンツ,C200,,2003,p/w switch,"right, front",1259_1448_9wYQ.jpg +メルセデスベンツ,,,2003,step cover,right,1265_1454_DHvb.jpg +メルセデスベンツ,A170,,2005,radiator grill,,1268_1456_Ygvp.jpg +キャデラック,セビル,,1999,fender,"right, front",126_84_eOMm.jpg +メルセデスベンツ, 500SL,E-129066,1993,abs/asr control unit,,12709_20745_XrDo.jpg +メルセデスベンツ,V230,GF-638230,2001,radiator,,1273_1461_BITi.jpg +メルセデスベンツ,,,,winker,"right, front",1275_1466_GrQP.jpg +キャデラック,セビル,,1999,door,"right, front",127_85_uMni.jpg +その他,ダイハツハイゼット 軽トラ,V-S82P,1994,door glass,right,12860_21094_jyQD.jpg +メルセデスベンツ,C200クーペ,,2006,catalyst,,1287_1485_7AGt.jpg +キャデラック,セビル,,1999,fender,"right, front",128_86_yxSX.jpg +メルセデスベンツ,A170,DBA-169032,2008,steering angle sensor,,12934_21263_baDz.jpg +メルセデスベンツ,S500L,,1999,caliper,"left, rear",1293_1488_nvSK.jpg +メルセデスベンツ,S500L,,1999,caliper,"right, rear",1294_1490_71Ew.jpg +メルセデスベンツ,,,,door trim,right,13093_21636_5gju.jpg +メルセデスベンツ,169033,,2005,radiator grill,,1309_1509_BK8L.jpg +メルセデスベンツ,220070 S430,,1999,door,"left, front",130_87_VKQL.jpg +メルセデスベンツ,C240,GF-203061,2001,mission,,1312_1515_8Srg.jpg +メルセデスベンツ,,,,fuel pump,,1314_1520_DMtT.jpg +メルセデスベンツ,B200,,,air suspension compressor,,1319_1532_Cusa.jpg +メルセデスベンツ,,,,trunk,,1320_1533_uvT6.jpg +メルセデスベンツ,,,,door trim,"right, front",13239_21971_AoHU.jpg +メルセデスベンツ,,,,switch,,13240_21973_fDRg.jpg +メルセデスベンツ,C350,,2013,door trim,"right, front",13245_21980_43J9.jpg +メルセデスベンツ,C180,DBA-203046,2005,operating unit,,13273_22052_7FvX.jpg +ワーゲン,,,2005,door lock,"left, rear",1327_1542_kr2I.jpg +メルセデスベンツ,C230,E-202023,1996,muffler,,1328_1545_NTj3.jpg +オペル,,GF-XK181,2001,radiator,,1331_1554_Fgn5.jpg +オペル,,GF-XK181,2001,muffler,,1332_1557_1PH8.jpg +オペル,,GF-XK181,2001,muffler,rear,1333_1559_ztYu.jpg +ビュイック,リーガルワゴン,,,steering gearbox,,1336_1564_Qsum.jpg +メルセデスベンツ,,,,sam,,13419_22384_Ivpo.jpg +オペル,,GF-XK181,,exhaust pipe,front,1341_1569_Rzno.jpg +メルセデスベンツ,E320,GF-210065,2001,door mold,"right, rear",1346_1574_D7hq.jpg +メルセデスベンツ,,,,trunk,,1349_1576_h2V7.jpg +メルセデスベンツ,,,,step cover,left,1352_1583_3uxf.jpg +メルセデスベンツ,,,,p/s pump,,1355_1590_k2PO.jpg +メルセデスベンツ,C240,203061,2001,steering gearbox,,1358_1596_FaIO.jpg +メルセデスベンツ,W169 A170,,2007/Y,blower motor,,1362_1601_9APp.jpg +メルセデスベンツ,E320,,2004/1004,seat switch,right,1364_1603_TchY.jpg +メルセデスベンツ,CLS500,CBA-219372,2007,shock absorber,"left, right, rear",1370_1610_ZZAd.jpg +メルセデスベンツ,,,,radiator fan,,1371_1612_D3Od.jpg +プジョー,,,,radiator grill,,1377_1621_YA1r.jpg +メルセデスベンツ,,,,catalyst,left,1384_1634_nPYy.jpg +メルセデスベンツ,S600 LONG,GH-220176,2003,a/c operating unit,,1386_1635_Mgr2.jpg +キャデラック,ドゥビルDHS,,2002,a/c operating unit,,1390_1645_4ZmA.jpg +メルセデスベンツ,500SEL,,,lower arm,left,1399_1652_sn3E.jpg +プジョー,,,,door,"right, front",13_1_8KEq.jpg +メルセデスベンツ,C230,,2007,trunk,,1401_1658_y4IO.jpg +メルセデスベンツ,,,,a/t transmission,,1404_1660_d7AY.jpg +メルセデスベンツ,E320AV,,2001,blower motor,,1405_1663_ZFKI.jpg +メルセデスベンツ,,,,winker,,1412_1672_9JHb.jpg +オペル,,,,fog lights,"right, front",1413_1673_XdxP.jpg +オペル,,,,radiator,,1414_1675_C54B.jpg +オペル,,,,a/c condenser,,1415_1678_nSam.jpg +BMW,118IAR,GH-UF18,07,starter motor,,1416_1681_ulVD.jpg +メルセデスベンツ,W169 A200,,2005/Y,caliper,"right, front",1421_1685_NNwP.jpg +メルセデスベンツ,W169 A200,,2005/Y,caliper,"left, front",1422_1686_E7GS.jpg +メルセデスベンツ,B170,,,mission,,1423_1687_fgPa.jpg +メルセデスベンツ,B170,,,mission,,1424_1689_hn9a.jpg +メルセデスベンツ,A160LT,,2004,radiator grill,,1426_1691_DJck.jpg +メルセデスベンツ,A160LT,,2004,cross member,front,1429_1694_Mdm5.jpg +メルセデスベンツ,A160LT,,2004,a/c condenser,,1437_1701_VUOn.jpg +プジョー,,,,fog lights,right,1444_1711_0KEz.jpg +プジョー,,,,radiator grill,front,1446_1714_RMKu.jpg +メルセデスベンツ,ゴルフワゴン,,2003,radiator grill,front,1452_1728_1N3X.jpg +シボレー,カマロ,E-CF43A,1996,wiper motor,,1463_1734_yYNN.jpg +メルセデスベンツ,,,,starter motor,,1464_1738_nhHY.jpg +メルセデスベンツ,E55AMG,,1998,trunk,,1467_1744_w6bM.jpg +メルセデスベンツ,S600L,-140057-,1994,wiper arm,,1473_1750_6fYX.jpg +メルセデスベンツ,SLK320,,2002,fuel pump,,1484_1769_A7sP.jpg +メルセデスベンツ,,,1995,audio,,1486_1773_LnRb.jpg +メルセデスベンツ,,,,fuel tank,,1496_1785_jNQd.jpg +メルセデスベンツ,スマートフォーフォー,454031,2004,fender,"left, front",149_91_6rze.jpg +メルセデスベンツ,E320 4MATIC ワゴン,,,throttle actuator,,1503_1795_emPk.jpg +メルセデスベンツ,スマートフォーフォー,454031,2004,head light,left,151_93_Mmih.jpg +メルセデスベンツ,E350,211056,2008,door mold,"right, rear",1524_1831_oIVW.jpg +メルセデスベンツ,A170,,2005,shock absorber,"right, front",1538_1851_t2Tc.jpg +メルセデスベンツ,A170,,2005,shock absorber,"left, front",1539_1853_tGf3.jpg +メルセデスベンツ,A170,,2005,shock absorber,"right, front",1540_1855_yDkZ.jpg +メルセデスベンツ,C240,,2004,sub frame,front,154_94_4cwd.jpg +メルセデスベンツ,C240,,2004,steering gearbox,,155_96_Fvs7.jpg +メルセデスベンツ,CLS500,,2005,seat switch,right,1563_1892_5rwb.jpg +メルセデスベンツ,E300,,2007,muffler,"left, rear",1564_1894_ukuH.jpg +メルセデスベンツ,E300,,2007,muffler,"right, rear",1565_1896_XBRC.jpg +オペル,,,,a/t transmission,,1569_1901_vmOh.jpg +メルセデスベンツ,C240,,2004,shock absorber,"left, front",156_97_0hZq.jpg +メルセデスベンツ,,,2006,headlight switch,,1570_1904_90uZ.jpg +メルセデスベンツ,C240,,2004,steering nuckle,"left, front",157_99_jUvg.jpg +メルセデスベンツ,,,,radius arm,right,1592_1940_qYgo.jpg +メルセデスベンツ,560SEL,,1989,engine,,1600_1951_1LEQ.jpg +メルセデスベンツ,C200,,1998/07,throttle actuator,,1604_1970_XNks.jpg +メルセデスベンツ,,,,a/t transmission,,1605_1973_78QH.jpg +メルセデスベンツ,,,2006,roller blind,rear,1611_1979_imrW.jpg +メルセデスベンツ,,,1997,speed meter,,1612_1982_wjf3.jpg +メルセデスベンツ,,,,blower,,1613_1984_ujvG.jpg +メルセデスベンツ,E350,,,blower,,1622_2001_SXvw.jpg +メルセデスベンツ,,,,shock,front,1630_2019_tfLE.jpg +メルセデスベンツ,,,,shock,front,1631_2020_ruLB.jpg +メルセデスベンツ,,,,ignition coil,,1635_2027_fGfa.jpg +メルセデスベンツ,,,2008,step cover,right,1647_2051_s7Lk.jpg +メルセデスベンツ,,,2002,steering gearbox,,1648_2052_TQo0.jpg +メルセデスベンツ,C180,,2001,fuel pump,,1653_2057_oWXF.jpg +メルセデスベンツ,,,,radiator fan,,1662_2067_uiK5.jpg +メルセデスベンツ,,,,pump,,1664_2072_yQuG.jpg +メルセデスベンツ,320E,124032,1995,p/s pump,,1665_2073_JNiO.jpg +メルセデスベンツ,C200,GH-203042,2005,audio,,1681_2097_0koA.jpg +メルセデスベンツ,E240,,2003,air suspension compressor,,1682_2099_ZiBB.jpg +オペル,VITA,GF-XG142,,wiper motor,,1689_2108_BEn4.jpg +ワーゲン,,,,door lock,left,169_104_WfwM.jpg +メルセデスベンツ,,,,step cover,right,1701_2125_LWjt.jpg +メルセデスベンツ,,,,alternator,,1702_2127_BCVO.jpg +オペル,,,,wiper motor,,1704_2129_Q1Ry.jpg +メルセデスベンツ,,,,exhaust pipe,front,1706_2134_yqm5.jpg +メルセデスベンツ,,,,lower arm,"left, front",1707_2133_WR6u.jpg +メルセデスベンツ,,,,lower arm,"right, front",1708_2132_WIk4.jpg +メルセデスベンツ,,,,tbd,,1711_2140_CmqE.jpg +メルセデスベンツ,C240T,,2001,blower motor,,1714_2147_2kDr.jpg +メルセデスベンツ,C240,GH-203061,2003,pump,front,1716_2151_0S2h.jpg +メルセデスベンツ,W168 A160,,2000/Y,air suspension compressor,,1731_2164_lAfA.jpg +メルセデスベンツ,,,,radius arm,left,1733_2167_lSmq.jpg +メルセデスベンツ,,,,alternator,,1734_2168_nfOy.jpg +メルセデスベンツ,,,,door mirror,left,173_113_0qoK.jpg +メルセデスベンツ,280E,,94,radiator grill,front,1742_2187_bQL4.jpg +メルセデスベンツ,E240T,GF-21026,1999,engine,,1744_2189_8VC1.jpg +オペル,ベクトラB 4ドアセダン,,1999,trunk,,174_115_pjTa.jpg +メルセデスベンツ,,,2208/203142,blower,,1754_2211_I2VF.jpg +メルセデスベンツ,E320,,,blower motor,,1765_2242_aZMR.jpg +メルセデスベンツ,W124 300E,,1991/Y,wiper linkage,,1769_2249_tKo3.jpg +メルセデスベンツ,,,1999,fender,"right, front",176_117_nskG.jpg +メルセデスベンツ,S320,,1997,trunk,rear,1777_2266_JgJX.jpg +メルセデスベンツ,,,1999,door,"right, front",177_119_Hi9j.jpg +メルセデスベンツ,E320AV,,2002,air pump,,1792_2292_fzUu.jpg +キャデラック,セビル,,2000,ignition coil,,1793_2291_upAY.jpg +メルセデスベンツ,,,,wiper arm,,1794_2295_kInV.jpg +メルセデスベンツ,W211 E320,,2003/Y,fog lights,"right, front",1798_2304_no9T.jpg +メルセデスベンツ,C200,,2008,fog lights,right,1807_2320_kn0A.jpg +メルセデスベンツ,S350,GH-220065,2002,seat switch,"left, front",1811_2326_vCWI.jpg +メルセデスベンツ,,C200,1995,door,"left, rear",181_125_dEKw.jpg +メルセデスベンツ,,,,switch,,1824_2354_eLwf.jpg +メルセデスベンツ,,,,door mirror,rear,183_128_aL9z.jpg +メルセデスベンツ,A160,,1999,p/s pump,,1843_2391_bkSr.jpg +メルセデスベンツ,,,,door lock,"right, rear",1844_2393_9B3A.jpg +メルセデスベンツ,A160,,,alternator,,1849_2402_JlrE.jpg +メルセデスベンツ,,,,door mirror,left,184_129_y1GP.jpg +メルセデスベンツ,R230 SL55AMG,,2005/Y,cd changer,,1850_2403_naOG.jpg +メルセデスベンツ,,,,fuel pump,,1855_2412_ZEtl.jpg +ワーゲン,JETTA GL,E-16RV,1992,steering gearbox,,1856_2413_NPMY.jpg +BMW,E90 330I,,2006,step cover,left,185_130_gI2w.jpg +メルセデスベンツ,A170クラシック,,2006,a/c condenser,,1862_2427_wO8r.jpg +メルセデスベンツ,A170,DBA-169032,,steering wheel,,1872_2445_FPq7.jpg +メルセデスベンツ,320E,E-124032,1993,speed meter,,1875_2454_Fqls.jpg +メルセデスベンツ,,,,blower motor,,1878_2456_L2fN.jpg +BMW,750LI,,,bumper,,188_132_ZE1b.jpg +メルセデスベンツ,V230 ,,,blower motor,,1892_2470_W8DH.jpg +サーブ,9-3,,1999,winker,"right, front",1894_2474_N4XD.jpg +メルセデスベンツ,A170,DBA-169032,2008,door lock,rear,1895_2476_SIbK.jpg +メルセデスベンツ,C240 セダン,,1999,door,"right, rear",189_135_X7IY.jpg +メルセデスベンツ,,,,wiper linkage,,1901_2488_Mnsu.jpg +メルセデスベンツ,W168 A160,,2000/Y,blower motor,,1912_2503_oe2D.jpg +キャデラック,,,,caliper,rear,1918_2515_STpK.jpg +キャデラック,,,,caliper,rear,1919_2516_0ITk.jpg +メルセデスベンツ,,,,exhaust pipe,front,1921_2517_JWM9.jpg +メルセデスベンツ,S65AMG,,2005,ignition coil,,1928_2521_jvYC.jpg +メルセデスベンツ,A170,,,throttle actuator,,1932_2525_iEpQ.jpg +メルセデスベンツ,CLK350,209356,2007,trunk,,1933_2527_gJBY.jpg +メルセデスベンツ,CLK350,209356,2007,trunk,,1934_2529_7Xh1.jpg +メルセデスベンツ,,,,throttle actuator,,1935_2531_xvKt.jpg +サーブ,9-3,GF-DB204,2000,ignition coil,,1936_2532_TCOJ.jpg +メルセデスベンツ,A170,,,p/w switch,right,1939_2539_fF71.jpg +メルセデスベンツ,C240,E-202026,1998,door control unit,"right, front",1942_2541_u1Vq.jpg +メルセデスベンツ,A160,,2002,p/s pump,,1946_2544_LGiZ.jpg +メルセデスベンツ,,,,headlight switch,,1948_2550_OGnz.jpg +メルセデスベンツ,,,1997,throttle valve,,194_136_7KiN.jpg +その他,スズキ アルト,LE-HA23V,,blower motor,,1951_2554_v3pO.jpg +メルセデスベンツ,C200 KOMPRESSOR,,2009,trunk,,1953_2559_9hqe.jpg +メルセデスベンツ,B170,,,fuel pump,,1954_2561_Ahsd.jpg +メルセデスベンツ,SL500,,2003,bumper,rear,195_137_qwof.jpg +アウディ,A6,,2003,fender,"right, front",196_142_RCF6.jpg +メルセデスベンツ,,,,catalyst,right,1972_2587_GHiv.jpg +メルセデスベンツ,,,,catalyst,left,1973_2589_R0bP.jpg +メルセデスベンツ,,,,operating unit,,1974_2591_Ukpv.jpg +メルセデスベンツ,C200,,2005,esp control unit,,1977_2596_fznC.jpg +メルセデスベンツ,,,,starter motor,,1979_2601_9XV1.jpg +メルセデスベンツ,,,,starter motor,,1980_2602_XxxF.jpg +プジョー,407,GH-D2BR,2006,engine,,1981_2603_6QnU.jpg +サーブ,95 3.0t,GF-EB308,2001,winker,"right, front",1984_2611_EAtB.jpg +サーブ,95 3.0t,GF-EB308,2001,winker,"left, front",1985_2612_7HaV.jpg +メルセデスベンツ,C240,,,catalyst,left,1986_2614_vC1S.jpg +メルセデスベンツ,W210 E240,,2000/Y,steering angle sensor,,1994_2626_NTt9.jpg +メルセデスベンツ,,,,air mass sensor,,2001_2634_bWmH.jpg +メルセデスベンツ,,,,wiper motor,,2003_2635_N9pr.jpg +メルセデスベンツ,,,,headlight switch,,2005_2638_lyTN.jpg +メルセデスベンツ,300TE,,,door mold,"right, front",2008_2645_7vE9.jpg +メルセデスベンツ,S500L,,,air suspension compressor,,2011_2649_vR1F.jpg +メルセデスベンツ,S430,,,catalyst,right,2012_2650_4H13.jpg +メルセデスベンツ,S430,,,catalyst,left,2013_2651_Uxw9.jpg +メルセデスベンツ,,,,air suspension compressor,,2015_2652_5WdZ.jpg +メルセデスベンツ,C200,,,wiper motor,,2017_2654_k7hB.jpg +メルセデスベンツ,A160,,,fuel pump,,2022_2669_j2PJ.jpg +サーブ,9-5 3.0T,,2001,fog lights,"left, right, front",2026_2673_jGp0.jpg +メルセデスベンツ,,,,caliper,"right, rear",2028_2674_8Z1n.jpg +メルセデスベンツ,A160EL,,2003,air pump,,2033_2688_QqX4.jpg +メルセデスベンツ,,,2004,step cover,right,2044_2699_V0KH.jpg +メルセデスベンツ,S320,GF-220065,2002,cd changer,,2045_2702_8Zl8.jpg +メルセデスベンツ,C200 KOMP,203042,2004,trunk,rear,204_147_3jUm.jpg +メルセデスベンツ,C200 KOMPRESSOR,,2009,step cover,left,2050_2713_JoiW.jpg +メルセデスベンツ,,,,door control unit,"right, front",2057_2722_4dbM.jpg +アウディ,A6,,2001,wiper motor,front,205_150_kqOq.jpg +メルセデスベンツ,,,,door mold,"right, rear",2075_2744_ZAfU.jpg +その他,キャラバン,GE-VPE25,,winker,"left, front",2077_2747_J4E0.jpg +メルセデスベンツ,C200,,1999,air mass sensor,,2085_2754_NBzt.jpg +ワーゲン,パサート,,,radiator fan,,208_152_3ZiQ.jpg +メルセデスベンツ,W203 C180,,2003/Y,wiper linkage,front,2093_2768_An4f.jpg +メルセデスベンツ,,,,headlight switch,,2094_2770_drt3.jpg +メルセデスベンツ,S320,GF-220065,2001,pump,,2095_2773_ER3d.jpg +メルセデスベンツ,B170,,2008,door,"left, rear",209_153_YcDW.jpg +オペル,VITA GLS,E-XG140,1997,exhaust pipe,front,2100_2783_LY7f.jpg +オペル,VITA GLS,E-XG140,1997,muffler,rear,2101_2785_RJ9P.jpg +メルセデスベンツ,W245 B200,,2007,side step protector,left,2104_2792_NnM8.jpg +メルセデスベンツ,,,98,wiper motor,,2106_2794_LU2f.jpg +メルセデスベンツ,C200,,1995,winker,"left, front",2109_2801_EyqY.jpg +オペル,アストラ HB スポ-ツ,,2005,headlight switch,,2110_2802_O4Z9.jpg +メルセデスベンツ,C240,,2005,step cover,right,2118_2818_Y6O0.jpg +メルセデスベンツ,S320,GF-220065,2001,air mass sensor,,2119_2819_fRvA.jpg +メルセデスベンツ,,,1999,shock absorber,"left, rear",2121_2821_VZSB.jpg +オペル,,,,p/s pump,,2125_2830_ETi2.jpg +メルセデスベンツ,,,,lower arm,"left, front",2132_2842_ig3W.jpg +メルセデスベンツ,,,,lower arm,"right, front",2133_2841_d78Q.jpg +メルセデスベンツ,,,,alternator,,2136_2844_NuNn.jpg +メルセデスベンツ,,,,air pump,,2146_2860_UugS.jpg +メルセデスベンツ,,,,p/s pump,,2147_2861_BEyT.jpg +メルセデスベンツ,,,,steering gearbox,,2148_2863_sUhb.jpg +メルセデスベンツ,300SE,,,fuel tank,,2150_2867_lGkX.jpg +メルセデスベンツ,E320,,2001,switch,,2164_2878_nwry.jpg +メルセデスベンツ,E320,GH-211065C,,step cover,right,2165_2879_OonL.jpg +メルセデスベンツ,E350 4MATIC アバンギャルド,DBA-211087,2007,step cover,right,2177_2900_AGGG.jpg +メルセデスベンツ,,,,upper arm,left,2182_2909_aX14.jpg +メルセデスベンツ,,,,upper arm,right,2183_2905_GUI4.jpg +メルセデスベンツ,C240,,2002,door mold,"left, rear",2193_2924_9G8x.jpg +メルセデスベンツ,C240,,2002,door mold,"left, front",2198_2934_IizI.jpg +メルセデスベンツ,E320,,1999,bumper,rear,219_159_1egM.jpg +メルセデスベンツ,,GF-210261,,headlight switch,,2201_2940_NJO6.jpg +メルセデスベンツ,E320,,2002,a/t transmission,,2203_2941_gwL3.jpg +メルセデスベンツ,,,,pump,,2209_2954_oj7y.jpg +メルセデスベンツ,C180,GH-203046,2003,shock absorber,rear,2210_2956_VudC.jpg +アウディ,TT COUPE,GF-8NBAMF,2002,differential gear,rear,2225_2969_rv9P.jpg +メルセデスベンツ,,,2007,esp control unit,,2228_2973_WX7O.jpg +メルセデスベンツ,E320,,1997,bumper,rear,222_161_wkDu.jpg +メルセデスベンツ,,,,wiper arm,left,2230_2976_ijek.jpg +メルセデスベンツ,E500,,2004,door mold,"right, front",2239_2986_ad3h.jpg +ワーゲン,ゴルフ,,1992,bumper,rear,223_163_qjeV.jpg +メルセデスベンツ,B200,,2006,steering wheel,,2252_3009_ELR4.jpg +シボレー,,,1999,fuel tank,,2256_3015_Dq4H.jpg +メルセデスベンツ,,,,steering wheel,,226_165_kdDH.jpg +メルセデスベンツ,,,,door lock,"right, front",2289_3068_b0HS.jpg +メルセデスベンツ,,,,wiper linkage,,2293_3075_COn4.jpg +メルセデスベンツ,,,,wiper arm,,2294_3077_EtJB.jpg +メルセデスベンツ,,,,wiper linkage,,2296_3081_LrWt.jpg +メルセデスベンツ,,,,alternator,,2302_3094_xcry.jpg +メルセデスベンツ,,,,air suspension compressor,,2305_3100_UZqr.jpg +メルセデスベンツ,,,,shock,"right, front",2309_3107_m3sN.jpg +メルセデスベンツ,S320,,1999,bumper,front,230_173_xV5O.jpg +メルセデスベンツ,,,,shock,"left, front",2310_3109_RtD7.jpg +メルセデスベンツ,,,,air suspension shock,"right, rear",2320_3120_KHFP.jpg +メルセデスベンツ,S320,,1999,fender,"right, front",232_169_W8T0.jpg +メルセデスベンツ,,,,seat switch,right,2331_3137_p8c5.jpg +メルセデスベンツ,E240,GH-211061,2004/12,room mirror,,2335_3144_1K1r.jpg +オペル,,,,muffler,,2339_3148_VOlv.jpg +メルセデスベンツ,,,,wiper motor,,2344_3163_g6Rl.jpg +メルセデスベンツ,E350,,2006,steering nuckle,"left, rear",2349_3169_kAUc.jpg +メルセデスベンツ,220175,,1999,tail light,"left, rear",234_179_ivUA.jpg +メルセデスベンツ,W168 A160,,2003/Y,ignition coil,,2350_3171_1iVd.jpg +オペル,アストラ,,2002,wiper motor,,2356_3175_68re.jpg +メルセデスベンツ,E55 AMG,,2004,head light,,235_180_JCBp.jpg +メルセデスベンツ,,,2001,p/w motor,"right, rear",2363_3188_OUZm.jpg +メルセデスベンツ,,,2001,p/w motor,"left, rear",2364_3189_aY2X.jpg +サーブ,,,,a/t transmission,,2368_3201_UyHm.jpg +オペル,アストラ,,,wiper motor,front,2375_3210_UkB6.jpg +その他,日産 エルグランド,GF-ALWE50,,fog lights,"left, right, front",2381_3221_g90e.jpg +メルセデスベンツ,,,,brake caliper,"right, rear",2391_3241_xK7l.jpg +メルセデスベンツ,500SEL,,1990,door glass,"left, front",2400_3261_nLTR.jpg +メルセデスベンツ,,,2000,wiper motor,,2402_3262_mKDu.jpg +メルセデスベンツ,C200,,2011,esp control unit,,2408_3270_1OWk.jpg +メルセデスベンツ,E240,211061,2003,upper arm,"right, front",2415_3287_4hRx.jpg +メルセデスベンツ,SLK230,,2002/09(803),esp control unit,,2423_3299_LYsK.jpg +メルセデスベンツ,202023,,1997,fender,"left, front",242_185_e7Uu.jpg +メルセデスベンツ,,,,fog lights,left,2436_3320_mLNf.jpg +メルセデスベンツ,C250,,2009,side step protector,right,2440_3325_ONR7.jpg +メルセデスベンツ,C250,,2009,sub frame,front,2441_3329_QaB7.jpg +メルセデスベンツ,C250,,2009,sub frame,rear,2443_3331_V3K2.jpg +オペル,,,1997,door lock,"left, front",2452_3355_eak7.jpg +メルセデスベンツ,,202023,,lower arm,left,2456_3362_tuWW.jpg +メルセデスベンツ,,202023,,lower arm,right,2457_3361_OA7u.jpg +メルセデスベンツ,,,1999,cd changer,,2460_3363_nfgK.jpg +メルセデスベンツ,,,,steering nuckle,,2462_3365_Krgj.jpg +メルセデスベンツ,E350,,2006,radius arm,"left, rear",2468_3373_MOGt.jpg +メルセデスベンツ,,,,fog lights,left,2471_3376_lXjY.jpg +メルセデスベンツ,,,,fog lights,right,2472_3377_RWbP.jpg +メルセデスベンツ,S350,,,air suspension compressor,,2475_3385_Hrfo.jpg +メルセデスベンツ,B170,,2009,drive shaft,left,2476_3387_9sDR.jpg +メルセデスベンツ,220E,,1993,shock,"front, rear",2484_3400_iUGz.jpg +アルファロメオ,147,,2002,radiator grill,front,248_189_QTZN.jpg +メルセデスベンツ,,,,fuel pump,,2490_3401_w3s2.jpg +メルセデスベンツ,C180,,2002,engine,,2498_3417_hoWb.jpg +アルファロメオ,147,,2002,bonnet,front,249_190_yMj3.jpg +メルセデスベンツ,E350,,2005/.6,switch,,2503_3422_Hjs2.jpg +メルセデスベンツ,,,2005,o2 sensor,,2510_3436_wuBO.jpg +メルセデスベンツ,A170,,2005,o2 sensor,,2511_3437_IjVX.jpg +メルセデスベンツ,,,,p/w motor,"left, rear",2516_3449_jeZC.jpg +メルセデスベンツ,,,,air mass sensor,,2531_3469_MnJw.jpg +ワーゲン,,,,alternator,,2543_3489_mYqo.jpg +メルセデスベンツ,,,,air pump,,2544_3490_4DwO.jpg +メルセデスベンツ,S320,,1996/.11,pump,,2546_3495_FUwX.jpg +メルセデスベンツ,CL500,,2001,air suspension compressor,,2553_3507_4dob.jpg +メルセデスベンツ,S320,,2001,air pump,,2558_3516_aQpA.jpg +メルセデスベンツ,A170,,,air suspension compressor,,2565_3524_MKUJ.jpg +メルセデスベンツ,,,,cd changer,,2571_3535_VSRN.jpg +メルセデスベンツ,,,,sun visor,right,2574_3542_DwY0.jpg +メルセデスベンツ,,,,sun visor,right,2575_3544_duYb.jpg +メルセデスベンツ,,,,gate,rear,257_195_FTA3.jpg +メルセデスベンツ,560SL,E-107048,1989,differential gear,rear,2584_3561_u36W.jpg +メルセデスベンツ,,,,audio,,2594_3569_00Y0.jpg +メルセデスベンツ,A160,GH-168033,2002,air pump,,2595_3570_w752.jpg +メルセデスベンツ,170,170447,1998,air mass sensor,,2602_3578_SoI6.jpg +メルセデスベンツ,W124 E280,,1994/Y,air suspension compressor,,2605_3579_pKOm.jpg +メルセデスベンツ,,,,air mass sensor,,260_199_5PQl.jpg +メルセデスベンツ,C220,,1994,lower arm,"left, front",2614_3593_1ZkN.jpg +アウディ,,8PAXW,2004,mission,,2625_3603_4B3G.jpg +BMW,116I,,2010,side step protector,left,2628_3609_JPd4.jpg +メルセデスベンツ,E500,,2005,radius arm,left,2629_3614_DvKG.jpg +メルセデスベンツ,E500,,2005,upper arm,front,2632_3617_2KP0.jpg +メルセデスベンツ,E320,,,air mass sensor,,2639_3624_MeVe.jpg +オペル,,GF-XM181,2001,engine,,2641_3626_N2ff.jpg +メルセデスベンツ,A190,,2000,a/c condenser,,265_202_7I2j.jpg +メルセデスベンツ,,,,air mass sensor,,2664_3652_VBVD.jpg +メルセデスベンツ,300E,,1991,door lock,"right, front",2665_3653_KMC3.jpg +メルセデスベンツ,A190,,2000,radiator,,266_203_Rabw.jpg +メルセデスベンツ,300SE,E-140032,1993,a/c condenser,,2673_3668_JT3s.jpg +シボレー,トレイルブレイザー,,2003,fuel tank,,2684_3687_rQ2v.jpg +アウディ,A4,GH-8EBGBF,2005,throttle valve,,2687_3694_jDSd.jpg +メルセデスベンツ,A190,,2000,bonnet,,268_206_Fgm4.jpg +メルセデスベンツ,,,,steering wheel,,2712_3738_fYcP.jpg +メルセデスベンツ,,,,alternator,,2714_3744_0o1X.jpg +メルセデスベンツ,スマート,,2003,muffler,,2717_3748_1EeZ.jpg +メルセデスベンツ,,,,p/s pump,,2720_3754_UZGR.jpg +メルセデスベンツ,,,2006,air pump,,2721_3756_3i8q.jpg +メルセデスベンツ,,,,alternator,,2724_3760_UNcX.jpg +メルセデスベンツ,,,,door control unit,"left, front",2730_3765_aT6y.jpg +メルセデスベンツ,,,,roller blind,rear,2737_3777_14X0.jpg +メルセデスベンツ,,,,roller blind,rear,2738_3779_EmhJ.jpg +メルセデスベンツ,C230,,2005/.1,switch,,2742_3788_8jeH.jpg +メルセデスベンツ,S320,GF-220065,1999,sam,"left, front",2754_3800_Zcj8.jpg +ランドローバー,セビルSLS-E,E-AK54K,1998,room mirror,,2759_3804_u27t.jpg +メルセデスベンツ,,,,alternator,,2764_3812_GPxH.jpg +メルセデスベンツ,,,,steering wheel,,2770_3824_qPV0.jpg +メルセデスベンツ,,,,wiper arm,left,2772_3829_p92P.jpg +メルセデスベンツ,CLS350,,2007,air pump,,2775_3830_8XgK.jpg +メルセデスベンツ,C180,,2004,o2 sensor,,2776_3832_eUEJ.jpg +メルセデスベンツ,,,,air pump,,2792_3846_pqZ0.jpg +メルセデスベンツ,,,2003,alternator,,2809_3864_1rDf.jpg +メルセデスベンツ,E320,,,sun visor,left,2815_3876_7Mcq.jpg +メルセデスベンツ,,,,upper arm,"right, front",2819_3889_1Sds.jpg +メルセデスベンツ,C55AMG,GH-203076,2005,caliper,"left, rear",2829_3905_kx9R.jpg +メルセデスベンツ,CLS350,,2005,throttle actuator,,2861_3960_QWYw.jpg +メルセデスベンツ,CLS350,,2005,throttle actuator,,2862_3961_b555.jpg +プジョー,3007SW,,,head light,left,287_233_ynOg.jpg +ワーゲン,ジェッタ,,1987,door mold,,2883_3990_UPdF.jpg +オペル,,,,lower arm,front,2885_3992_NmhH.jpg +オペル,,,,lower arm,front,2886_3994_7F3W.jpg +メルセデスベンツ,,,,fuel tank,,2888_3998_W3xt.jpg +メルセデスベンツ,,,,fuel pump,,2889_3999_1Ng0.jpg +BMW,,ABA-HN48,2005/09,door lock,left,2895_4006_JkWe.jpg +メルセデスベンツ,CLK240,GH-209361,2003,sub frame,,2902_4021_W4kX.jpg +メルセデスベンツ,CLK240,GH-209361,2003,steering nuckle,right,2904_4024_M5Fl.jpg +メルセデスベンツ,CLK240,GH-209361,2003,shock,"right, front",2905_4027_4FEN.jpg +メルセデスベンツ,,,2006,drive shaft,right,2917_4044_Ef68.jpg +メルセデスベンツ,,,2006,drive shaft,right,2918_4045_02WK.jpg +オペル,アストラ,,2000,head light,left,291_242_DzxX.jpg +メルセデスベンツ,S320,,1996,wiper arm,,2928_4063_ScEg.jpg +メルセデスベンツ,BENZ E320,,1999,fuel pump,,2933_4070_A9fB.jpg +メルセデスベンツ,S550,,2006,starter motor,,2939_4075_LkwK.jpg +メルセデスベンツ,,,,caliper,"left, front",2941_4080_YFeU.jpg +メルセデスベンツ,,,,caliper,"right, front",2942_4079_iUaV.jpg +メルセデスベンツ,E320,,1999,muffler,rear,2946_4084_t74G.jpg +メルセデスベンツ,C220,,,winker,"left, front",2949_4087_sPrJ.jpg +ワーゲン,,,,radiator grill,front,296_250_bSe7.jpg +メルセデスベンツ,,,,door lock,"right, rear",2970_4115_qYVz.jpg +オペル,,,1997,speed meter,,2974_4118_L7ZM.jpg +ワーゲン,,,,head light,right,297_251_WN5t.jpg +メルセデスベンツ,,,,sun visor,right,2987_4136_CSHQ.jpg +メルセデスベンツ,,,,sun visor,right,2988_4138_M4hd.jpg +シボレー,ブレイザー,GF-CT34G,2001,a/c operating unit,,2991_4147_Ihai.jpg +メルセデスベンツ,C200,,2009,wiper linkage,,3011_4181_yeke.jpg +オペル,VITA,E-XG140,1998,seat,"right, front",3018_4197_fIMI.jpg +オペル,VITA,E-XG140,1998,seat,"left, front",3019_4201_3QQZ.jpg +メルセデスベンツ,S65AMG,,2004/.7,ignition coil,,3038_4228_m5VM.jpg +メルセデスベンツ,,,,engine,,3070_4278_lLFj.jpg +その他,,,,speed meter,,3082_4295_XIjK.jpg +その他,,,,speed meter,,3083_4297_an1W.jpg +メルセデスベンツ,C180 KOMP,DBA-203246,2007,air suspension compressor,,30_2_ekuB.jpg +キャデラック,CTS 2.6,,2003,caliper,"right, front",3102_4323_1A0I.jpg +キャデラック,CTS 2.6,,2003,caliper,"left, front",3103_4321_IPyW.jpg +メルセデスベンツ,A180,DBA-16032,2010,radiator grill,,311_260_gOkl.jpg +メルセデスベンツ,,,,air suspension shock,front,3121_4341_n6Bk.jpg +メルセデスベンツ,,,94,door glass,"right, front",3126_4347_jb1D.jpg +メルセデスベンツ,,,,esp control unit,,3130_4350_DbTq.jpg +メルセデスベンツ,,,,door mirror,left,313_264_0FNm.jpg +メルセデスベンツ,C240,GF-202020,2000,exhaust pipe,,3140_4371_z0ST.jpg +メルセデスベンツ,,,,door lock,"left, rear",3144_4381_agx2.jpg +メルセデスベンツ,,,,steering nuckle,left,3156_4394_5Akt.jpg +メルセデスベンツ,,,,door lock,left,3157_4396_svUA.jpg +オペル,GL,E-XD200W,1996,door lining,"right, front",3161_4403_j0Mv.jpg +メルセデスベンツ,E300,,,head rest,,3191_4448_F7vT.jpg +メルセデスベンツ,,,,steering angle sensor,,3193_4450_oWf8.jpg +メルセデスベンツ,E320T AV,GF-201265,2002,steering gearbox,,31_4_rwgf.jpg +メルセデスベンツ,B200,,2006,side step protector,left,320_270_xju9.jpg +メルセデスベンツ,C200,GF-202020,1999,seat,"right, front",3216_4482_0uMN.jpg +メルセデスベンツ,,,2005,engine,,3232_4505_SuZF.jpg +メルセデスベンツ,320TE,,1995,audio,,324_272_lvp8.jpg +メルセデスベンツ,E280,,2009,roller blind,rear,3251_4523_LNUU.jpg +メルセデスベンツ,190D 2.5,,1992,wiper arm,,3253_4526_oxNC.jpg +BMW,Z3,,2000,radiator,,325_273_59fd.jpg +メルセデスベンツ,E240 ワゴン,E-210261,,fuel tank,,3262_4538_zb1T.jpg +メルセデスベンツ,,,,steering angle sensor,,3277_4563_UutW.jpg +メルセデスベンツ,B170,245232,2009,wiper arm,,3296_4593_pdrf.jpg +メルセデスベンツ,B170,245232,2009,wiper arm,,3297_4594_pz96.jpg +メルセデスベンツ,E320,,,starter motor,,3302_4601_JCh0.jpg +メルセデスベンツ,C240,1998,98,exhaust pipe,,330_275_mEhq.jpg +メルセデスベンツ,E320,,,wheel,,331_276_eoZq.jpg +メルセデスベンツ,E240,211061,2005,side step protector,left,3323_4637_yssK.jpg +メルセデスベンツ,,,,a/c condenser,,3325_4639_ge2j.jpg +オペル,,,,catalyst,,333_281_3psY.jpg +メルセデスベンツ,E500,211072,2006,air suspension strut,"left, front",3341_4662_DqHX.jpg +サーブ,,,,audio,,3342_4663_wU0j.jpg +メルセデスベンツ,300SE,126024,1990,door mold,"right, rear",3360_4696_J8Dt.jpg +メルセデスベンツ,,,,ignition coil,left,3362_4697_1v9T.jpg +メルセデスベンツ,,,,air suspension strut,rear,3378_4725_yhgH.jpg +メルセデスベンツ,C240,GH-203061,2001,door lining,right,3387_4741_B1ZQ.jpg +メルセデスベンツ,CL500,,2004,air suspension strut,"left, front",3394_4747_i8bt.jpg +サーブ,9-5 2.3,,2001,a/c operating unit,,3399_4753_Sb2y.jpg +メルセデスベンツ,,,,room mirror,,339_291_DvRR.jpg +メルセデスベンツ,,,,blower,,3400_4754_VfnE.jpg +オペル,ザフィーラCDX,,2001,drive shaft,left,3401_4755_IL90.jpg +オペル,ザフィーラCDX,,2001,drive shaft,right,3402_4756_jUK7.jpg +メルセデスベンツ,,,,a/c operating unit,,3407_4762_4Ot2.jpg +メルセデスベンツ,,,,door mirror,right,340_294_nlV6.jpg +メルセデスベンツ,,,,p/s pump,,3415_4781_wu0p.jpg +メルセデスベンツ,アストラ,,2000,engine,,3425_4791_1Nb5.jpg +メルセデスベンツ,C240T,E-202086,1998,sun visor,right,3426_4793_D9lw.jpg +ワーゲン,パサートバリアント,,2006,head light,left,342_299_5VSJ.jpg +メルセデスベンツ,,,,speed meter,,3430_4800_2Cdx.jpg +メルセデスベンツ,300E,E-124031,1992,radiator fan,,343_302_oUKg.jpg +メルセデスベンツ,,,,drive shaft,right,3440_4812_7ztI.jpg +メルセデスベンツ,,,,radiator fan,,3450_4824_i3u2.jpg +メルセデスベンツ,C200 AV,DBA-204241,2009,door lining,"right, front",3462_4832_Aevw.jpg +メルセデスベンツ,C200,,2008,a/c operating unit,,3464_4836_7wWI.jpg +メルセデスベンツ,,,,speed meter,,3472_4852_JeFL.jpg +サーブ,9-3,,2006,radiator fan,,3483_4874_liz1.jpg +メルセデスベンツ,S600L,140057,1997,pse pump,,3489_4887_Ow3H.jpg +その他,マーク2,,,tail light,right,348_310_z5q0.jpg +メルセデスベンツ,C230,GH-203040,2005,xenon control unit,,3497_4898_pcJc.jpg +サーブ,9-5,,1998,tail light,right,349_312_aKps.jpg +メルセデスベンツ,,,,door glass,"left, front",3507_4915_Tovd.jpg +メルセデスベンツ,E500,,,air suspension shock,"left, front",3508_4916_Xp7z.jpg +メルセデスベンツ,E500,,,air suspension shock,"right, front",3509_4917_mIsJ.jpg +メルセデスベンツ,E320,,1998,blower motor,,350_313_cPk8.jpg +メルセデスベンツ,,,,door mirror,left,351_315_A28H.jpg +メルセデスベンツ,S500,GF-220075,1999,radiator,,352_317_qEem.jpg +シボレー,トレイルブレイザー,GH-T360,2006,a/c condenser,,3533_4942_2RNC.jpg +メルセデスベンツ,,,,upper arm,"right, front",3537_4946_66eE.jpg +メルセデスベンツ,,,,upper arm,"right, front",3538_4947_uqo0.jpg +メルセデスベンツ,S500,GF-220075,1999,radiator fan,,353_319_ucln.jpg +メルセデスベンツ,,,,p/s pump,,3541_4954_eKhL.jpg +メルセデスベンツ,A160,GH-168033,2003,engine,,3543_4956_xAX1.jpg +サーブ,9-3 AERO,GF-B207R,2003,p/w motor,"left, front",354_320_30dD.jpg +メルセデスベンツ,SMART FORFOUR,,2005,brake caliper,"right, rear",3557_4974_0yz2.jpg +メルセデスベンツ,C180Tコンプレッサー,203246,MY80/6,a/c operating unit,,3562_4981_zyl2.jpg +メルセデスベンツ,A 200 ELEGANCE,DBA-169033,2005,radiator fan,,356_322_ah9t.jpg +メルセデスベンツ,E320R,124032,1995,side step protector,left,3570_4990_1Fvm.jpg +メルセデスベンツ,C280,202029,1997,side step protector,right,3580_4997_GqnN.jpg +ボルボ,V70,,1997,winker,"right, front",3584_5000_vGyk.jpg +メルセデスベンツ,,,,sun visor,,3590_5009_i0xd.jpg +メルセデスベンツ,C180,GH-203046,2003,esp control unit,,3597_5015_0EWi.jpg +BMW,,,,door mirror,left,359_327_6paQ.jpg +メルセデスベンツ,C180,,,a/c condenser,,3613_5035_5Yi8.jpg +メルセデスベンツ,,,,pse pump,,3615_5039_nU7m.jpg +メルセデスベンツ,E320,GH-211065,2003,a/c condenser,,3620_5045_ZOsF.jpg +メルセデスベンツ,A190,GF-168032,2000,starter motor,,3625_5054_2LFj.jpg +メルセデスベンツ,A200,,2007,a/c operating unit,,3629_5060_4BZU.jpg +メルセデスベンツ,B180,,2010,wiper linkage,,3632_5064_XONe.jpg +メルセデスベンツ,,,2002,tail light,right,363_332_wsaq.jpg +その他,MINI COOPER,,2004/03,drive shaft,left,3642_5074_TkPJ.jpg +メルセデスベンツ,E240,GH-211061,2003,cd changer,,3658_5097_yVEl.jpg +シボレー,ブレイザーLT,GF-CT34G,2001,tail light,right,366_333_vzLH.jpg +メルセデスベンツ,,,2005,door control unit,left,3678_5122_8DFD.jpg +メルセデスベンツ,,GF-168033,,switch,,369_335_tzAl.jpg +メルセデスベンツ,,-219356C-,,sam,front,3700_5145_Wu5T.jpg +メルセデスベンツ,C180,GH-203046,2003,esp control unit,,3701_5147_GPW6.jpg +メルセデスベンツ,C200,,,alternator,,371_338_xfbe.jpg +メルセデスベンツ,E300,DBA-211054C,2007,roller blind,rear,3723_5176_m3Rg.jpg +メルセデスベンツ,,,,door lining,"left, front",3732_5191_wy51.jpg +メルセデスベンツ,,,,door lining,"right, front",3733_5193_Vve1.jpg +メルセデスベンツ,,,,door lining,"left, rear",3734_5194_4I4F.jpg +メルセデスベンツ,,,,door lining,"right, rear",3735_5195_Ax5B.jpg +メルセデスベンツ,,,,audio,,3737_5199_Qp3f.jpg +キャデラック,STS SR N,6KYANR,1999,shock absorber,"right, front",3738_5201_FatV.jpg +メルセデスベンツ,,,,air pump,,3740_5207_5Loq.jpg +メルセデスベンツ,E320,210065,2001,head rest,,3743_5211_RZOm.jpg +メルセデスベンツ,E240,,2003,wiper linkage,,3746_5213_4AqA.jpg +メルセデスベンツ,E55,211076,2003,cross member,,3748_5221_XLdS.jpg +メルセデスベンツ,S500,GF-220075,2002,sun visor,right,3750_5222_905M.jpg +メルセデスベンツ,E240,,2002,sun visor,left,3756_5232_2F63.jpg +メルセデスベンツ,E240,,2002,sun visor,right,3757_5235_9z2N.jpg +メルセデスベンツ,A170,,2006,bonnet,,375_345_1HwY.jpg +メルセデスベンツ,E240,,2002,cd changer,,3760_5242_LeSV.jpg +メルセデスベンツ,E350AV,211056,2006,side step protector,left,3762_5245_JvrS.jpg +ワーゲン,,,,drive shaft,left,3766_5248_Ine1.jpg +メルセデスベンツ,190E 2.3,E-201028,1991/(MY801),door lining,"left, rear",3771_5252_zYH7.jpg +メルセデスベンツ,,,,control unit,,3776_5256_I9hC.jpg +メルセデスベンツ,E220,E-124022,1993,a/c condenser,,3778_5258_XE79.jpg +メルセデスベンツ,A160,GH-168133,2003,speed meter,,3783_5268_8rip.jpg +メルセデスベンツ,A160,,2004,head light,left,379_351_KQBm.jpg +メルセデスベンツ,,,1996,cd changer,,3807_5298_PsXm.jpg +メルセデスベンツ,A160,,2004,head light,right,380_349_RrT0.jpg +メルセデスベンツ,,,,ignition coil,,3813_5309_qSVW.jpg +メルセデスベンツ,,CBA-171473,,esp control unit,,3818_5312_9HQz.jpg +メルセデスベンツ,A160,,2004,bonnet,,381_353_FgIG.jpg +メルセデスベンツ,,,2003,pse pump,,3820_5316_10jk.jpg +メルセデスベンツ,S350,,2003,radius arm,front,3831_5334_qEy6.jpg +メルセデスベンツ,S350,,2003,radius arm,front,3832_5336_9y8g.jpg +メルセデスベンツ,,,,air pump,,3841_5352_VuRJ.jpg +メルセデスベンツ,C220,,,a/c operating unit,,3848_5358_mC8Y.jpg +メルセデスベンツ,190E,,1990,door lining,"left, rear",3861_5374_38jY.jpg +メルセデスベンツ,190E,,1990,door lining,"right, rear",3862_5375_XWPJ.jpg +サーブ,,,,audio,,3866_5378_WHOM.jpg +メルセデスベンツ,,,,sam,front,3895_5421_YuIp.jpg +メルセデスベンツ,,,,p/w motor,"left, front",3898_5424_4OKX.jpg +メルセデスベンツ,,,,cd changer,,3907_5444_TLkK.jpg +メルセデスベンツ,,,,door mirror,left,390_367_TRf2.jpg +メルセデスベンツ,,,,o2 sensor,front,3925_5476_G87M.jpg +メルセデスベンツ,A160,168033,1999,drive shaft,left,392_368_OA9b.jpg +メルセデスベンツ,A190AV,GH-168032,2001,steering angle sensor,,3939_5503_BvRR.jpg +メルセデスベンツ,B170,,2005/12,steering wheel,,3943_5512_USos.jpg +メルセデスベンツ,S430,GH-220070,2002,cd changer,,3945_5517_UM5D.jpg +メルセデスベンツ,,,,p/s pump,,3946_5519_ROMN.jpg +メルセデスベンツ,,,,esp control unit,,3947_5521_IAOc.jpg +ポルシェ,アストラ,,2005,ignition coil,,3951_5526_kDkC.jpg +メルセデスベンツ,,,,engine,,3954_5530_TxNd.jpg +オペル,,GF-XM180,2000,tbd,,3959_5534_wD4l.jpg +メルセデスベンツ,,,,starter motor,,3963_5539_jfef.jpg +メルセデスベンツ,CL500,,2003/Y,pse pump,,3975_5556_v8AA.jpg +メルセデスベンツ,,,,blower,,3994_5584_GIh5.jpg +メルセデスベンツ,C180,,2002,room mirror,,3995_5585_fYRS.jpg +メルセデスベンツ,,,,starter motor,,3996_5586_mQXC.jpg +BMW,E91 320I,,2009,door mirror,left,400_373_Abnb.jpg +メルセデスベンツ,A160,,2001,p/s pump,,4017_5604_Qaev.jpg +メルセデスベンツ,E350,,2006,bonnet,front,401_377_xfr3.jpg +メルセデスベンツ,,,,seat switch,right,4033_5622_lHiJ.jpg +メルセデスベンツ,,,,seat switch,left,4034_5620_XO8o.jpg +シボレー,トレイルブレイザー,,2003,p/w switch,right,4039_5628_91Ub.jpg +サーブ,9-3AE2.0T,,2001,brake caliper,"left, rear",4040_5630_Hx3t.jpg +サーブ,9-3AE2.0T,,2001,brake caliper,"right, rear",4041_5632_h4KW.jpg +その他,,,,wiper motor,,404_383_mI24.jpg +メルセデスベンツ,,,,pse pump,,4067_5662_K1jY.jpg +メルセデスベンツ,300E-24V,,1991,fuel tank,,4069_5664_11LW.jpg +ボルボ,,,,door,"left, rear",40_6_rtNG.jpg +メルセデスベンツ,,,,door glass,left,4101_5712_xgcS.jpg +ワーゲン,バナゴン,E-70ACU,1996,engine,,410_392_8FOT.jpg +メルセデスベンツ,E320,,2002,head light,,411_398_UAba.jpg +メルセデスベンツ,E320,E-210055,1997,switch,,4128_5742_bUPB.jpg +メルセデスベンツ,,,,audio,,4129_5743_vSkP.jpg +メルセデスベンツ,E320,,2002,head light,,412_396_4JLu.jpg +メルセデスベンツ,,,,blower motor,,413_400_qYeM.jpg +メルセデスベンツ,SMART FORFOUR 1.3 R,,,speed meter,,4159_5775_HLBk.jpg +メルセデスベンツ,,,,a/t transmission,,417_405_oBpa.jpg +メルセデスベンツ,,,,steering angle sensor,,4183_5794_lERt.jpg +メルセデスベンツ,190E,201024,1992,door mold,"left, rear",4192_5809_dA5k.jpg +メルセデスベンツ,,,,ignition coil,,4194_5811_SAAF.jpg +メルセデスベンツ,CLK,,,steering wheel,,4196_5815_TSmM.jpg +メルセデスベンツ,,,,door glass,"right, rear",421_413_KqGM.jpg +メルセデスベンツ,S320,,1999,pse pump,,4222_5850_deBi.jpg +メルセデスベンツ,S55AMG,,,pse pump,,4233_5862_2dV9.jpg +メルセデスベンツ,,,,audio,,4240_5870_hQZC.jpg +オペル,,,,steering nuckle,"left, front",4243_5873_pFru.jpg +メルセデスベンツ,,,,winker,,4250_5881_Bjzt.jpg +メルセデスベンツ,E320 4MATIC,,1998,differential gear,rear,4252_5883_srQZ.jpg +メルセデスベンツ,E320 4MATIC,,1998,differential gear,rear,4253_5886_Y8dq.jpg +メルセデスベンツ,,,,cd changer,,4269_5909_Bw0S.jpg +メルセデスベンツ,S500,,2002,head light,right,427_419_dsh2.jpg +メルセデスベンツ,,,,steering nuckle,"right, rear",4280_5923_sDnI.jpg +メルセデスベンツ,,GH-230475,2002,fuel tank,,4286_5935_nCax.jpg +メルセデスベンツ,S600,,,pse pump,,4289_5939_YLrs.jpg +オペル,シグナム,,2004,door glass,"right, front",4295_5944_pgBy.jpg +メルセデスベンツ,E320AV,210065,2002,side step protector,right,4316_5969_tF1h.jpg +メルセデスベンツ,C240,,2001,tail light,left,431_425_tzyW.jpg +メルセデスベンツ,,124022,1995,audio,,4324_5979_SjAh.jpg +メルセデスベンツ,C240,,2001,tail light,right,432_427_grOD.jpg +メルセデスベンツ,A170,,,p/w switch,right,4334_5997_mQak.jpg +メルセデスベンツ,,,,throttle actuator,,4339_6008_uqlT.jpg +メルセデスベンツ,,,,o2 sensor,,4341_6009_hZuq.jpg +メルセデスベンツ,,,2001,door control unit,"left, front",4352_6023_iKVI.jpg +メルセデスベンツ,C200,,,audio,,4387_6067_L1rB.jpg +メルセデスベンツ,E320,GF-210065,2001,catalyst,right,438_433_66Ql.jpg +メルセデスベンツ,,,,pse pump,,4410_6093_IC0P.jpg +その他,スマ-ト BRABUS,,,lower arm,"left, front",4424_6118_xme8.jpg +その他,スマ-ト BRABUS,,,lower arm,"right, front",4425_6120_U2o5.jpg +メルセデスベンツ,,,,air suspension shock,"left, front",4448_6150_GLeF.jpg +メルセデスベンツ,S55AMG,GH-220174,2003,radius arm,"left, front",4463_6176_sIb4.jpg +その他,サンバー,,,winker,right,446_442_w0ol.jpg +サーブ,9-5,,,throttle actuator,,4473_6200_FHQa.jpg +サーブ,9-5,,,throttle actuator,,4474_6202_XzmY.jpg +オペル,,E-XD180W,,fuel tank,,447_443_4niR.jpg +メルセデスベンツ,S320,E-140032M,1998,fuel tank,,4487_6219_d2je.jpg +メルセデスベンツ,,,2007,exhaust pipe,front,4492_6226_RV0p.jpg +メルセデスベンツ,C180ワゴン,GH-271946,2002,head rest,"left, right, rear",4497_6232_Sywc.jpg +メルセデスベンツ,C180ワゴン,GH-271946,2002,head rest,"left, right, rear",4498_6234_IK26.jpg +メルセデスベンツ,S550,DBA-221171,2007,sun visor,left,4500_6239_F6kx.jpg +メルセデスベンツ,S500,,,shock,front,450_449_mNKT.jpg +メルセデスベンツ,B170,,,door mirror,left,451_450_WJBX.jpg +メルセデスベンツ,A170,169032,2006,tbd,,4520_6266_NTrI.jpg +メルセデスベンツ,,,,tbd,,4522_6271_BHra.jpg +メルセデスベンツ,,E-124028,,headlight switch,,4523_6273_lHOs.jpg +メルセデスベンツ,,,,headlight switch,,4529_6278_i34M.jpg +メルセデスベンツ,9000,,1996,muffler,,453_453_hPpI.jpg +オペル,,,,p/w switch,"right, front",4541_6294_0E0U.jpg +メルセデスベンツ,,,,o2 sensor,,4557_6316_t75o.jpg +アウディ,,,2000,radiator,,455_456_HEVh.jpg +メルセデスベンツ,A160,,2000,starter motor,,4564_6327_7VZf.jpg +メルセデスベンツ,C200,,2001,esp control unit,,4567_6332_4lV0.jpg +アウディ,,,2000,a/c condenser,,456_458_YRzV.jpg +オペル,,,,sub frame,,4574_6337_cPhY.jpg +メルセデスベンツ,E300AVS,DBA-211054C,2009,roller blind,rear,4581_6346_lIbF.jpg +メルセデスベンツ,,,2012,trunk,rear,458_459_OTCY.jpg +メルセデスベンツ,230E,,1992,wiper arm,,4595_6365_Ln7u.jpg +メルセデスベンツ,C240,,1999,abs/asr hydraulic unit,,4601_6378_zxzz.jpg +メルセデスベンツ,E320,,,exhaust pipe,,4604_6380_XlGF.jpg +メルセデスベンツ,,,,throttle actuator,,4606_6384_aVOA.jpg +メルセデスベンツ,E240,,2005,seat switch,right,4612_6390_ao1z.jpg +メルセデスベンツ,SLK32AMG,,2001/7,control unit,,4628_6405_CNtH.jpg +メルセデスベンツ,A160,168133,2002,cross member,,4629_6408_fxOn.jpg +メルセデスベンツ,,GF-210065,2001,headlight switch,,462_463_FVbt.jpg +メルセデスベンツ,A170,,2005/7,switch,,4660_6445_x2no.jpg +メルセデスベンツ,SL350,,2005/8,pump,,4663_6448_avzh.jpg +メルセデスベンツ,,,,audio,,4669_6462_pGXD.jpg +メルセデスベンツ,,,,seat switch,"right, front",4725_6542_vMc8.jpg +メルセデスベンツ,A160,,2004,speed meter,,4730_6555_ThXo.jpg +メルセデスベンツ,,,,tbd,,4744_6572_gWaJ.jpg +BMW,525I,,2006,side step protector,left,4753_6583_w6FV.jpg +メルセデスベンツ,,,,ignition coil,,4759_6591_yeDg.jpg +メルセデスベンツ,,,,ignition coil,,4760_6592_Aa6e.jpg +メルセデスベンツ,,,,brake caliper,"right, front",4764_6594_nDsc.jpg +メルセデスベンツ,,,,esp control unit,,4765_6596_0agt.jpg +メルセデスベンツ,,,,room mirror,,4771_6606_zZLP.jpg +オペル,,GF-XH201,2000,air mass sensor,,477_471_8KpC.jpg +メルセデスベンツ,S600ク-ペ,,,throttle valve,,4799_6659_jdTB.jpg +メルセデスベンツ,A160,168133,2002,gate,rear,479_473_JQ40.jpg +メルセデスベンツ,A160,,,fuel tank,,4810_6675_YldJ.jpg +メルセデスベンツ,,,2006,steering nuckle,"left, front",4828_6697_axak.jpg +メルセデスベンツ,E320T,,2005,exhaust pipe,"left, right",4832_6702_1pIg.jpg +メルセデスベンツ,,,2006,upper arm,"left, front",4876_6780_q01z.jpg +オペル,ASTRA,673U6,1999,brake caliper,"right, rear",4877_6781_OM8T.jpg +メルセデスベンツ,G500L,,,fuel pump,,487_483_vBdr.jpg +サーブ,9-5,,,starter motor,,4889_6799_JrMc.jpg +メルセデスベンツ,A170,169032,2005,steering angle sensor,,4918_6838_dyu0.jpg +メルセデスベンツ,,,,bonnet,,491_491_5eqb.jpg +メルセデスベンツ,B200,245233,2007,side step protector,left,4921_6841_bxeo.jpg +メルセデスベンツ,W169 A180,,2012/Y,cross member,front,4940_6886_05Ai.jpg +メルセデスベンツ,W169 A180,,2012/Y,sub frame,front,4941_6887_cG0T.jpg +メルセデスベンツ,E320AV,,2003,air pump,,494_493_Y5ZJ.jpg +オペル,VITA,GF-XG120,1999,throttle valve,,4965_6923_yuVD.jpg +メルセデスベンツ,,,,cd changer,,496_496_BFkv.jpg +メルセデスベンツ,S350,DBA-221056,2008,esp control unit,,4988_6963_3qPQ.jpg +メルセデスベンツ,500SL,,,starter motor,,4992_6972_kkG2.jpg +メルセデスベンツ,E320ワゴン4MATIC,,1998,head rest,rear,5008_6997_sEex.jpg +メルセデスベンツ,,,,p/w switch,right,5020_7013_klIL.jpg +メルセデスベンツ,E500,,1994,operating unit,,5032_7035_IHwI.jpg +メルセデスベンツ,S550,DBA-221171,2008,air suspension strut,"right, front",5034_7040_M1sr.jpg +ワーゲン,ゴルフ1.6,,2003,brake caliper,"left, rear",5046_7068_eE4g.jpg +ワーゲン,ゴルフ1.6,,2003,brake caliper,"right, rear",5047_7065_kzqM.jpg +メルセデスベンツ,,,,door control unit,"right, rear",5056_7081_bZj9.jpg +メルセデスベンツ,,GH-211061,2003,sun visor,left,5068_7094_6LEI.jpg +メルセデスベンツ,,,,room mirror,,5104_7181_NXfR.jpg +ワーゲン,GOLF3 ワゴン,1HAGG,98,tail light,left,516_520_c7hy.jpg +ワーゲン,GOLF3 ワゴン,1HAGG,98,tail light,right,518_521_TohD.jpg +メルセデスベンツ,300TD,,,gate,rear,519_522_M49z.jpg +メルセデスベンツ,,,,sam,front,5212_7363_fHdZ.jpg +メルセデスベンツ,,,,room mirror,,5217_7370_eLaR.jpg +メルセデスベンツ,300SE,,1991/12,control unit,,5219_7373_If9x.jpg +メルセデスベンツ,C200,,2005,bonnet,front,522_528_8sWd.jpg +メルセデスベンツ,,,,control unit,,5232_7393_7AP1.jpg +メルセデスベンツ,C240 4M,,2003,sub frame,front,5242_7404_0mCj.jpg +メルセデスベンツ,CLS500,,2005,radiator,,525_530_rfjd.jpg +メルセデスベンツ,220E,,,speed meter,,5261_7436_WsZF.jpg +メルセデスベンツ,,,,pump,,5275_7457_EkR2.jpg +メルセデスベンツ,E230,,1992,wiper linkage,,5277_7464_ECqT.jpg +メルセデスベンツ,S350,GH-220067,,exhaust pipe,"right, front",5293_7491_jjbE.jpg +メルセデスベンツ,S320,,,bonnet,,531_538_rdR9.jpg +メルセデスベンツ,,,,pump,front,5330_7543_kwDQ.jpg +メルセデスベンツ,,,,differential gear,,5342_7562_mXZf.jpg +メルセデスベンツ,,,,interior lamp,,5346_7568_7Obl.jpg +シボレー,,GF-CT34G,1999,fuel tank,,5347_7570_N2Ac.jpg +メルセデスベンツ,,,,steering gearbox,,535_543_pn8d.jpg +メルセデスベンツ,,,,sub frame,,536_542_w1iT.jpg +オペル,VECTRA-B CD,,1997,tbd,,5370_7617_TMGt.jpg +メルセデスベンツ,E240T,,1998,room mirror,,5376_7628_z8Li.jpg +メルセデスベンツ,C230,,2005,cross member,front,539_550_PMMJ.jpg +メルセデスベンツ,E320,,1999/8,seat switch,"left, front",5400_7670_KUF5.jpg +メルセデスベンツ,A200,DBA-169033,2007,wiper linkage,front,5451_7772_VN8V.jpg +メルセデスベンツ,,,,differential gear,rear,5460_7788_LC1T.jpg +メルセデスベンツ,C200,DBA-204041,2008,head rest,,5466_7792_o6vT.jpg +サーブ,9-3 CABRIO,,2003,brake caliper,"left, front",5482_7815_Xdhe.jpg +メルセデスベンツ,E320CDI,,2009,roller blind,,548_565_rMhP.jpg +メルセデスベンツ,CLS350,,,roller blind,rear,5496_7838_IoNu.jpg +ルノー,ルーテシア,,2000,tail light,left,549_566_uaXm.jpg +メルセデスベンツ,E320,,,door mold,"left, front",5505_7850_Hrjb.jpg +ルノー,ルーテシア,,2000,tail light,left,552_568_SvbV.jpg +メルセデスベンツ,V280,,2000,gate,rear,553_570_5Rzj.jpg +オペル,アストラワゴンCD,GF-XK180,2000,brake caliper,"left, rear",5559_7916_CaoA.jpg +オペル,アストラワゴンCD,GF-XK180,2000,brake caliper,"right, rear",5560_7917_cnpw.jpg +メルセデスベンツ,,GH-221056,2008,air suspension strut,,5576_7933_iWbQ.jpg +メルセデスベンツ,,,,blower,,558_577_TwSD.jpg +メルセデスベンツ,,,,wheel,,55_8_TXoJ.jpg +メルセデスベンツ,E55AMG,,2001,control unit,,560_579_edvI.jpg +メルセデスベンツ,E55AMG,,2001,control unit,,561_580_vpPZ.jpg +メルセデスベンツ,,,,radius arm,left,5625_8006_7bcO.jpg +メルセデスベンツ,,,,throttle valve,,5632_8013_shtV.jpg +メルセデスベンツ,,,,p/s pump,,5679_8087_pSEd.jpg +メルセデスベンツ,E320 4MATIC,,1998,xenon control unit,,5681_8093_0OyD.jpg +メルセデスベンツ,C240 4M,GH-203281,2003,sub frame,,5694_8109_aTQH.jpg +メルセデスベンツ,,,,pump,,5721_8152_i1p1.jpg +BMW,745I,E65,2004,cross member,front,572_598_yR9C.jpg +BMW,745I,E65,2004,fog lights,right,573_599_c0zW.jpg +メルセデスベンツ,E430,,1998,bonnet,,577_602_BCjw.jpg +メルセデスベンツ,,,,steering gearbox,,583_612_VapM.jpg +メルセデスベンツ,,,,air suspension strut,"right, front",584_609_mrH0.jpg +メルセデスベンツ,,,,sub frame,front,585_611_e3nt.jpg +メルセデスベンツ,,,,tail light,left,586_619_BuNu.jpg +メルセデスベンツ,,E-210070,1998,switch,,5884_8399_ziq6.jpg +メルセデスベンツ,S320,,1997,blower motor,,588_620_dTyc.jpg +メルセデスベンツ,E320,,2003,control unit,,5893_8415_WPcw.jpg +メルセデスベンツ,190E 2.6 ,,1993/803,wiper arm,rhd,590_622_yuTv.jpg +その他,,UA-ANH10W,H15,o2 sensor,front,5912_8460_w1un.jpg +その他,,UA-ANH10W,H15,o2 sensor,rear,5913_8462_0CSl.jpg +ワーゲン,ビートル,,2007,shock absorber,"left, front",5916_8467_lhIv.jpg +メルセデスベンツ,CLS500,,2005,control unit,,5920_8470_bC4D.jpg +メルセデスベンツ,,,,catalyst,left,593_624_RD2Q.jpg +メルセデスベンツ,,,,steering angle sensor,,5969_8548_tYDB.jpg +メルセデスベンツ,CLS500,,,steering nuckle,"left, rear",600_629_nAD2.jpg +メルセデスベンツ,A160,GH-168133,,mission,,6024_8636_CIPY.jpg +メルセデスベンツ,W220 S600L,,2001/Y,steering angle sensor,,6045_8668_GAu8.jpg +メルセデスベンツ,ビアノ3.2トレンド,,2006/Y,p/w switch,"right, front",6048_8673_raR3.jpg +オペル,ザフィーラ,,2001,p/w switch,right,604_632_NkFB.jpg +その他,スマート ブラバス,ABA-451333,2011,cross member,,6086_8741_C5Bv.jpg +メルセデスベンツ,,,,radius arm,left,608_639_8VGQ.jpg +メルセデスベンツ,E320,211065,2003,interior lamp,,6128_8811_hZvX.jpg +メルセデスベンツ,S600,,2001,blower,,612_646_amXU.jpg +メルセデスベンツ,B170,245232,2009,cross member,rear,6130_8815_NG2K.jpg +メルセデスベンツ,,,,air suspension strut,"left, front",6135_8827_f4WL.jpg +メルセデスベンツ,,,,air suspension strut,"left, right, front",6139_8834_gGNI.jpg +メルセデスベンツ,220TE,,1993,wiper linkage,front,6156_8866_G1rl.jpg +メルセデスベンツ,A180,,,p/w switch,right,6168_8883_9B3r.jpg +メルセデスベンツ,300E,124030,1992,door mold,"right, rear",6169_8885_GS87.jpg +メルセデスベンツ,,,,steering gearbox,,616_651_AaQ6.jpg +メルセデスベンツ,,,,xenon control unit,,6198_8937_lFvO.jpg +メルセデスベンツ,CLK320,,,headlight switch,,619_656_7lLN.jpg +その他,トヨタ クラウン,GH-UZS171,,air suspension shock,"left, rear",6205_8941_VZB2.jpg +その他,トヨタ クラウン,GH-UZS171,,air suspension shock,"right, rear",6206_8942_7l3o.jpg +メルセデスベンツ,C200,E-202020,1997,differential gear,rear,6210_8948_JA5q.jpg +メルセデスベンツ,,,,xenon control unit,,6219_8963_4dg4.jpg +メルセデスベンツ,,,,pump,,6222_8971_psvp.jpg +メルセデスベンツ,V280,GF-638280,2000,drive shaft,right,622_657_4XAP.jpg +オペル,,,,radiator,,623_659_G5Ru.jpg +サーブ,9-3 AERO 2.0TS,,2001,hydraulic unit,,6240_8997_pj2U.jpg +メルセデスベンツ,E300,,,sub frame,rear,626_664_8Gty.jpg +メルセデスベンツ,,DBA-219356C,,steering nuckle,"right, front",6290_9085_XEe7.jpg +メルセデスベンツ,500SL,,,seat,right,6292_9088_v0IG.jpg +サーブ,,,2006,xenon control unit,,6301_9108_dWCk.jpg +メルセデスベンツ,E320 4M,,2004,air suspension shock,,6309_9121_IAWx.jpg +メルセデスベンツ,A160,,1999,gate,rear,635_676_OlF3.jpg +ワーゲン,ゴルフ,GF-1JAPK,2002,steering nuckle,left,6368_9210_bRub.jpg +メルセデスベンツ,C36,-202B36S-,1997,hydraulic unit,,6370_9213_tNLf.jpg +メルセデスベンツ,C36,-202B36S-,1997,hydraulic unit,,6371_9215_z2h4.jpg +メルセデスベンツ,VANEO,,2004,shock,"left, right, front",644_694_PDc8.jpg +メルセデスベンツ,S320,,,air mass sensor,,645_696_bDda.jpg +オペル,VITA GLS,E-XG140,1997,exhaust pipe,front,648_699_GmnX.jpg +メルセデスベンツ,S500,,,o2 sensor,"right, front",6494_9405_x2cH.jpg +メルセデスベンツ,S500,,,o2 sensor,"left, front",6495_9406_MhxA.jpg +メルセデスベンツ,S500,,,o2 sensor,"right, rear",6496_9407_VQ3I.jpg +メルセデスベンツ,S500,,,o2 sensor,"left, rear",6497_9408_YAQU.jpg +メルセデスベンツ,C200,204041,2008,sub frame,front,6527_9453_0Izp.jpg +メルセデスベンツ,,,,air suspension shock,front,6560_9511_wY92.jpg +メルセデスベンツ,,,,pump,,6595_9559_Fn1i.jpg +メルセデスベンツ,C240,GH-203281,2005,a/c operating unit,,661_715_9x0w.jpg +メルセデスベンツ,S500,DBA-221171,2006,air suspension strut,front,6644_9621_aNAC.jpg +メルセデスベンツ,500SL,,1991,tbd,,6671_9658_gVNa.jpg +メルセデスベンツ,S350,220067,2004,cross member,,6690_9683_SZLt.jpg +メルセデスベンツ,S500,,2003,air suspension strut,front,6704_9703_jnld.jpg +メルセデスベンツ,E320,,,upper arm,"right, front",6710_9711_tEcx.jpg +メルセデスベンツ,E320,,,upper arm,"left, front",6711_9713_yDHN.jpg +メルセデスベンツ,E320,,,radius arm,"right, front",6712_9715_EZuz.jpg +BMW,E91 320I,,,alternator,,673_731_uhZE.jpg +メルセデスベンツ,,,,exhaust pipe,,6740_9763_yT3E.jpg +メルセデスベンツ,,,,air suspension compressor,,674_732_dYf5.jpg +メルセデスベンツ,,,2000,hydraulic unit,,6761_9791_1PM1.jpg +メルセデスベンツ,,,,p/w switch,,6767_9801_evxw.jpg +メルセデスベンツ,S500,DBA-221171,2005,air suspension strut,"left, front",6776_9816_SoXJ.jpg 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folder/Detomo_project/013 DATASET/Client_set/10511_16393_YHx9.jpg +drive/Shareddrives/Share folder/Detomo_project/013 DATASET/Client_set/4417_6101_n9yr.jpg +drive/Shareddrives/Share folder/Detomo_project/013 DATASET/Client_set/4601_6378_zxzz.jpg +drive/Shareddrives/Share folder/Detomo_project/013 DATASET/Client_set/3580_4997_GqnN.jpg +drive/Shareddrives/Share folder/Detomo_project/013 DATASET/Client_set/320_270_xju9.jpg +drive/Shareddrives/Share folder/Detomo_project/013 DATASET/Client_set/6234_8987_e1qb.jpg +drive/Shareddrives/Share folder/Detomo_project/013 DATASET/Client_set/9358_13868_LvvJ.jpg +drive/Shareddrives/Share folder/Detomo_project/013 DATASET/Client_set/9975_15122_ineD.jpg +drive/Shareddrives/Share folder/Detomo_project/013 DATASET/Client_set/3323_4637_yssK.jpg diff --git a/utils.py b/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..788cc69d65d63edf9d7d3fbd34318c782f7832b4 --- /dev/null +++ b/utils.py @@ -0,0 +1,337 @@ +#import torch +#import torch.nn.functional as F +#from torchvision import transforms + +from PIL import Image +import numpy as np +from numpy import dot +from numpy.linalg import norm + +import onnx, os, time, onnxruntime +import pandas as pd +import threading +#import queue +import cv2 +import av + +import streamlit as st +from streamlit_webrtc import ( + ClientSettings, + VideoProcessorBase, + WebRtcMode, + webrtc_streamer, +) + +import args + + + +# def to_numpy(tensor): +# return tensor.detach().cpu().numpy() if tensor.requires_grad else tensor.cpu().numpy() + +def get_image(x): + return x.split(', ')[0] + +# Transform image to ToTensor +@st.cache(suppress_st_warning=True, allow_output_mutation=True) +def transform_image(image, IMG = True): + + # transform = transforms.Compose([ + # transforms.Resize((224, 224)), + # transforms.ToTensor(), + # transforms.Normalize((0.485, 0.456, 0.4065), (0.229, 0.224, 0.225)), + # ]) + if IMG: + image = np.asarray(Image.open(image)) + # -------------- RESIZE USING CV2 --------------------- + image = cv2.resize(image, dsize=(224, 224)) + image = np.transpose(image, (2,0,1)) + #image = (image/255-np.expand_dims(np.array([0.485, 0.456, 0.4065]),axis = (1,2)))/np.expand_dims(np.array([0.229, 0.224, 0.225]),axis = (1,2)) + image = (image/255-np.array(args.MEAN))/np.array(args.STD) + img_transformed = np.expand_dims(image.astype(np.float32), axis = 0) + # x = torch.from_numpy(image.astype(np.float32)) + # x = torch.transpose(x, 2, 0) # shape [3, 224, 224] + # -------------- RESIZE USING CV2 --------------------- + # img_transformed = [] + # for _ in range(1): + # img_transformed.append(x) + # img_transformed = torch.stack(img_transformed) # shape [1, 3, 224, 224] + else: + # -------------- RESIZE USING CV2 --------------------- + image = cv2.resize(image, dsize=(224, 224)) + image = np.transpose(image, (2,0,1)) + #image = (image/255-np.expand_dims(np.array([0.485, 0.456, 0.4065]),axis = (1,2)))/np.expand_dims(np.array([0.229, 0.224, 0.225]),axis = (1,2)) + image = (image/255-np.array(args.MEAN))/np.array(args.STD) + img_transformed = np.expand_dims(image.astype(np.float32), axis = 0) + # x = torch.from_numpy(image.astype(np.float32)) + # x = torch.transpose(x, 2, 0) + # -------------- RESIZE USING CV2 --------------------- + # img_transformed = [] + # img_transformed.append(x) + # img_transformed = torch.stack(img_transformed) + + return img_transformed + +# predict multi-level classification +@st.cache(suppress_st_warning=True, allow_output_mutation=True) +def get_classification(image_tensor, df_train, sub_test_list, embeddings, + ort_session, input_name, confidence +): + # Prediction time + start = time.time() + #ort_inputs = {input_name: to_numpy(image_tensor)} + ort_inputs = {input_name: image_tensor} + pred, em = ort_session.run(None, ort_inputs) + + if pred.max(axis=1) > confidence: # threshold to select of item is car part or not, Yes if > 0.5 + # Compute kNN (using Cosine) + #knn = torch.nn.CosineSimilarity(dim = 1)(torch.tensor(em), embeddings).topk(1, largest=True) + + knn = np.array([dot((em), embeddings[i])/(norm(em)*norm(embeddings[i])) for i in range(embeddings.shape[0])]).flatten() + knn = np.argsort(knn)[-1] + + # maker = 'Maker: '+str(df_train.iloc[knn.indices.item(), 0]) + # model = str(df_train.iloc[knn.indices.item(), 1]) + # vehicle = str(df_train.iloc[knn.indices.item(), 2]) + # year = str(df_train.iloc[knn.indices.item(), 3]) + # part = 'Part: '+str(df_train.iloc[knn.indices.item(), 4]) + maker = 'Maker: '+str(df_train.iloc[knn, 0]) + model = str(df_train.iloc[knn, 1]) + if model=='nan': + model='Model: No information' + else: + model='Model: '+model + vehicle = str(df_train.iloc[knn, 2]) + if vehicle=='nan': + vehicle='Vehicle: No information' + else: + vehicle='Vehicle: '+vehicle + year = str(df_train.iloc[knn, 3]) + if year=='nan': + year='Year: No information' + else: + year='Year: '+year + part = 'Part: '+str(df_train.iloc[knn, 4]) + predict_time = 'Predict time: '+str(round(time.time() - start,4))+' seconds' + + # Similarity score + sim_score = 'Confidence: '+str(round(pred.max(axis=1).item()*100, 2))+'%' + + else: + maker = 'This is not car part !' + model=vehicle=year=part=predict_time=sim_score=None + + return {'maker':maker,'model':model,'vehicle':vehicle,'year':year, 'part':part, 'predict_time':predict_time,'sim_score':sim_score} + +@st.cache(suppress_st_warning=True, allow_output_mutation=True) +def get_classification_frame(image_tensor, df_train, sub_test_list, embeddings, + ort_session, input_name +): + + #ort_inputs = {input_name: to_numpy(image_tensor)} + ort_inputs = {input_name: image_tensor} + pred, em = ort_session.run(None, ort_inputs) + + if pred.max(axis=1) > args.VIDEO_CONFIDENCE: + # knn = torch.nn.CosineSimilarity(dim = 1)(torch.tensor(em), embeddings).topk(1, largest=True) + # part = str(df_train.iloc[knn.indices.item(), 4]) + knn = np.array([dot((em), embeddings[i])/(norm(em)*norm(embeddings[i])) for i in range(embeddings.shape[0])]).flatten() + knn = np.argsort(knn)[-1] + part = str(df_train.iloc[knn, 4]) + # Similarity score + sim_score = str(round(pred.max(axis=1).item()*100, 2))+'%' + else: + part = 'No part detected' + sim_score = '' + + return {'part_name':part,'sim_score':sim_score} + +# predict similarity +@st.cache(suppress_st_warning=True, allow_output_mutation=True) +def get_similarity(image_tensor, df_train, sub_test_list, embeddings, + ort_session, input_name +): + start = time.time() + #ort_inputs = {input_name: to_numpy(image_tensor)} + ort_inputs = {input_name: image_tensor} + pred, em = ort_session.run(None, ort_inputs) + + # Compute kNN (using Cosine) + #knn = torch.nn.CosineSimilarity(dim = 1)(torch.tensor(em), embeddings).topk(6, largest=True) + # idx = knn.indices.numpy() + knn = np.array([dot((em), embeddings[i])/(norm(em)*norm(embeddings[i])) for i in range(embeddings.shape[0])]).flatten() + idx = np.argsort(knn)[-6:] + predict_time = 'Predict time: '+str(round(time.time() - start,4))+' seconds' + images_path = 'Test_set' + images = [os.path.join(images_path, sub_test_list[i]) for i in idx] + # sub_test_list + return {'images': images, 'predict_time':predict_time} + + +# -------------------------------------------------------------------------------------------- +# IMAGE INPUT +# -------------------------------------------------------------------------------------------- + +content_images_dict = { + name: os.path.join(args.IMAGES_PATH, filee) for name, filee in zip(args.CONTENT_IMAGES_NAME, args.CONTENT_IMAGES_FILE) +} + + + +def show_original(): + + """ Show Uploaded or Example image before prediction + + Returns: + ------- + content_file: str + path to image + """ + + if st.sidebar.checkbox('Upload', value= True, help = 'Select Upload to browse image from local machine'): + content_file = st.sidebar.file_uploader("", type=["png", "jpg", "jpeg"]) + else: + content_name = st.sidebar.selectbox("or Choose an example Image below", args.CONTENT_IMAGES_NAME) + content_file = content_images_dict[content_name] + + col1, col2 = st.columns(2) + with col1: + #col1.markdown('## Target image') + if content_file: + col1.write('') + col1.image(content_file, channels='BGR', width=300, clamp=True, caption='Input image') + + return content_file, col2 + + +def image_input(content_file, df_train, sub_test_list, embeddings, ort_session, input_name, col2): + + # Set confidence level + confidence_threshold = st.slider( + "Confidence threshold", 0.0, 1.0, args.DEFAULT_CONFIDENCE_THRESHOLD, 0.05, + help='Choose minimum confidence level. If prediction result below this threshold, no information is shown.' + ) + if content_file is not None: + content = transform_image(content_file) + pred_info = get_classification( + content, df_train, sub_test_list, + embeddings, ort_session, input_name, confidence_threshold + ) + pred_images = get_similarity( + content, df_train, sub_test_list, + embeddings, ort_session, input_name + ) + + container = st.container() + col6, col7 = container.columns([.5, 4]) + + with col6: + if col6.button("PREDICT"): + print_classification(col2, content_file, pred_info) + + if col7.button("SEARCH SIMILAR"): + print_classification(col2, content_file, pred_info) + + if pred_info['maker']!='This is not car part !': + #container = st.container() + print_similar_img(pred_images) #, container) + else: + st.warning("No similar car part image ! Reduce confidence threshold OR Choose another image.") + else: + st.success("Upload an Image OR Untick the Upload Button from Options on the sidebar") + st.info("Navigate input source from Navigation on the sidebar") + st.stop() + + +WEBRTC_CLIENT_SETTINGS = ClientSettings( + rtc_configuration={"iceServers": [{"urls": ["stun:stun.l.google.com:19302"]}]}, + media_stream_constraints={ + "video": True, + "audio": False, + }, +) + + +def webcam_input(df_train, sub_test_list, embeddings, ort_session, input_name): + st.header("Webcam Live Feed") + + class NeuralStyleTransferTransformer(VideoProcessorBase): + + def __init__(self) -> None: + self._model_lock = threading.Lock() + + def _annotate_image(self, image, pred_info): + # display the prediction + part_name = pred_info['part_name'] + confidence = pred_info['sim_score'] + label = f"{part_name} {confidence}" + cv2.putText( + image, + label, + (2, 30), + cv2.FONT_HERSHEY_SIMPLEX, + 0.8, + (0, 255, 223), + 2, + ) + return image + + def recv(self, frame: av.VideoFrame) -> av.VideoFrame: + image = frame.to_ndarray(format="bgr24") + content = transform_image(image, IMG = False) + pred_info = get_classification_frame( + content, df_train, sub_test_list, + embeddings, ort_session, input_name + ) + annotated_image = self._annotate_image(image, pred_info) + + return av.VideoFrame.from_ndarray(annotated_image, format="bgr24") + + webrtc_ctx = webrtc_streamer( + key="live-cassification", + mode=WebRtcMode.SENDRECV, + client_settings=WEBRTC_CLIENT_SETTINGS, + video_processor_factory=NeuralStyleTransferTransformer, + async_processing=True, + ) + + +def print_classification(col2, content_file, pred_info): + + """ Print classification prediction + """ + + with col2: + col2.markdown('### Predicted information') + col2.markdown('') + if pred_info['maker']!='This is not car part !': + col2.markdown('#### - {}'.format(pred_info['maker'])) + col2.markdown('#### - {}'.format(pred_info['model'])) + col2.markdown('#### - {}'.format(pred_info['vehicle'])) + col2.markdown('#### - {}'.format(pred_info['year'])) + col2.markdown('#### - {}'.format(pred_info['part'])) + col2.markdown('#### - {}'.format(pred_info['predict_time'])) + col2.markdown('#### - {}'.format(pred_info['sim_score'])) + else: + col2.markdown('### {}'.format(pred_info['maker'])) + +def print_similar_img(pred_images): + + """ Print similarity images prediction + """ + + st.markdown('### Most similar images') + st.markdown('#### {}'.format(pred_images['predict_time'])) + + col3, col4, col5 = st.columns(3) + with col3: + col3.image(pred_images['images'][0], channels='BGR', clamp=True, width = 300) + col3.image(pred_images['images'][1], channels='BGR', clamp=True, width = 300) + + with col4: + #col4.markdown('# ') + col4.image(pred_images['images'][3], channels='BGR', clamp=True, width = 300) + col4.image(pred_images['images'][4], channels='BGR', clamp=True, width = 300) + with col5: + col5.image(pred_images['images'][5], channels='BGR', clamp=True, width = 300) + col5.image(pred_images['images'][2], channels='BGR', clamp=True, width = 300)