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validation_results_mxnet_gluon_modelzoo.md

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Validation results for the models inferring using MXNet (Gluon API)

Image classification

Complete information about the supported classification models is available here.

Notes:

  • For all classification models input shape BxCxWxH, where B is a batch size, C is an image number of channels, W is an image width, H is an image height. W=H=224 except inceptionv3, for this model W=H=299.
  • Values of mean and standard deviation parameters used for model validation are represented for each image.

Test image #1

Data source: ImageNet

Image resolution: 709 x 510

Mean: [0.485, 0.456, 0.406]

Standard deviation: [0.229, 0.224, 0.225]

Model Python API
alexnet 0.4499776 Granny Smith
0.0933101 dumbbell
0.0876726 ocarina, sweet potato
0.0628703 hair slide
0.0484683 bottlecap
darknet53 0.5883058 Granny Smith
0.0645481 candle, taper, wax light
0.0236042 piggy bank, penny bank
0.0160968 pencil sharpener
0.0060462 vase
densenet121 0.9523344 Granny Smith
0.0132273 orange
0.0125171 lemon
0.0027910 banana
0.0020333 piggy bank, penny bank
densenet161 0.9372969 Granny Smith
0.0082274 dumbbell
0.0056475 piggy bank, penny bank
0.0055374 ping-pong ball
0.0041915 pitcher, ewer
densenet169 0.9811631 Granny Smith
0.0033828 piggy bank, penny bank
0.0021366 orange
0.0019196 lemon
0.0017232 pomegranate
densenet201 0.9119797 Granny Smith
0.0533454 piggy bank, penny bank
0.0056832 lemon
0.0017810 pool table, billiard table, snooker table
0.0015689 tennis ball
googlenet 0.2217809 Granny Smith
0.2117919 piggy bank, penny bank
0.0270375 dumbbell
0.0116782 saltshaker, salt shaker
0.0108081 candle, taper, wax light
hrnet_w18_c 0.5520265 Granny Smith
0.3595940 piggy bank, penny bank
0.0101424 soap dispenser
0.0099333 orange
0.0080332 analog clock
hrnet_w18_small_v1_c 0.2498852 piggy bank, penny bank
0.2331266 Granny Smith
0.0426585 saltshaker, salt shaker
0.0386379 soap dispenser
0.0379136 rubber eraser, rubber, pencil eraser
hrnet_w18_small_v2_c 0.6248410 Granny Smith
0.1713923 piggy bank, penny bank
0.0333320 hair slide
0.0208897 dumbbell
0.0133955 lemon
hrnet_w30_c 0.7287291 Granny Smith
0.0418399 safety pin
0.0235450 piggy bank, penny bank
0.0177420 hook, claw
0.0166939 candle, taper, wax light
hrnet_w32_c 0.7040173 Granny Smith
0.0617449 lemon
0.0479103 orange
0.0105366 piggy bank, penny bank
0.0091770 water bottle
hrnet_w40_c 0.8720709 Granny Smith
0.0261122 piggy bank, penny bank
0.0044007 rubber eraser, rubber, pencil eraser
0.0035225 orange
0.0033742 pencil box, pencil case
hrnet_w44_c 0.4269260 Granny Smith
0.0949395 piggy bank, penny bank
0.0170920 lemon
0.0153640 digital clock
0.0148546 orange
hrnet_w48_c 0.6867532 Granny Smith
0.0240540 lemon
0.0171518 tennis ball
0.0120418 orange
0.0086221 banana
hrnet_w64_c 0.9524294 Granny Smith
0.0103368 orange
0.0050601 syringe
0.0020366 lemon
0.0015060 tennis ball
inceptionv3 0.9185177 Granny Smith
0.0018308 candle, taper, wax light
0.0012390 crane
0.0009742 orange
0.0007275 syringe
mobilenet0.25 0.1413059 Granny Smith
0.0491460 necklace
0.0399561 bell pepper
0.0370546 hair slide
0.0301661 piggy bank, penny bank
mobilenet0.5 0.0988460 teapot
0.0556895 piggy bank, penny bank
0.0552285 saltshaker, salt shaker
0.0383402 pitcher, ewer
0.0319066 necklace
mobilenet0.75 0.1711094 Granny Smith
0.1602635 piggy bank, penny bank
0.0857521 teapot
0.0533995 pitcher, ewer
0.0354786 soap dispenser
mobilenet1.0 0.4475225 Granny Smith
0.0954533 piggy bank, penny bank
0.0523449 saltshaker, salt shaker
0.0358669 pencil sharpener
0.0232730 dumbbell
mobilenet1.0_int8 0.4552936 Granny Smith
0.0632280 piggy bank, penny bank
0.0523604 saltshaker, salt shaker
0.0327314 pencil sharpener
0.0265849 dumbbell
mobilenetv2_0.25 0.1189503 saltshaker, salt shaker
0.0919519 bell pepper
0.0862974 Granny Smith
0.0828691 piggy bank, penny bank
0.0527703 hair slide
mobilenetv2_0.5 0.1700138 hair slide
0.0890763 dumbbell
0.0777359 piggy bank, penny bank
0.0521625 saltshaker, salt shaker
0.0489330 necklace
mobilenetv2_0.75 0.3621189 saltshaker, salt shaker
0.2135993 Granny Smith
0.1286786 piggy bank, penny bank
0.0391913 lemon
0.0134064 ocarina, sweet potato
mobilenetv2_1.0 0.6325442 Granny Smith
0.0556754 piggy bank, penny bank
0.0443766 lemon
0.0086360 teapot
0.0071484 vase
mobilenetV3_large 0.7482075 Granny Smith
0.1232551 piggy bank, penny bank
0.0285252 saltshaker, salt shaker
0.0054824 lemon
0.0047922 croquet ball
mobilenetV3_small 0.5579336 Granny Smith
0.0599188 bell pepper
0.0381997 piggy bank, penny bank
0.0303460 saltshaker, salt shaker
0.0262051 lemon
resnet18_v1 0.7145669 Granny Smith
0.0433350 piggy bank, penny bank
0.0343973 saltshaker, salt shaker
0.0215942 fig
0.0212160 banana
resnet18_v2 0.2885310 Granny Smith
0.1816195 piggy bank, penny bank
0.0722676 saltshaker, salt shaker
0.0635361 rubber eraser, rubber, pencil eraser
0.0440725 soap dispenser
resnet18_v1b 0.9093145 Granny Smith
0.0187165 saltshaker, salt shaker
0.0117636 piggy bank, penny bank
0.0104429 pomegranate
0.0058578 perfume, essence
resnet18_v1b_0.89 0.5232244 piggy bank, penny bank
0.1546666 Granny Smith
0.1040182 saltshaker, salt shaker
0.0313044 soap dispenser
0.0295205 vase
resnet18_v1b_custom 0.0051828 African chameleon, Chamaeleo chamaeleon
0.0048727 Gila monster, Heloderma suspectum
0.0046023 colobus, colobus monkey
0.0045542 black widow, Latrodectus mactans
0.0044811 flatworm, platyhelminth
resnet34_v1 0.5898067 piggy bank, penny bank
0.3150526 Granny Smith
0.0128028 saltshaker, salt shaker
0.0093141 candle, taper, wax light
0.0089791 pencil sharpener
resnet34_v2 0.5082690 Granny Smith
0.3873709 piggy bank, penny bank
0.0163602 pencil sharpener
0.0137501 saltshaker, salt shaker
0.0071418 dumbbell
resnet34_v1b 0.8592082 Granny Smith
0.0595315 piggy bank, penny bank
0.0257422 pitcher, ewer
0.0107621 saltshaker, salt shaker
0.0081604 water jug
resnet50_v1 0.7377543 Granny Smith
0.0241721 piggy bank, penny bank
0.0123405 lemon
0.0061283 candle, taper, wax light
0.0051573 orange
resnet50_v1_int8 0.6387886 Granny Smith
0.0295431 piggy bank, penny bank
0.0144967 lemon
0.0125546 candle, taper, wax light
0.0110684 saltshaker, salt shaker
resnet50_v2 0.9931253 Granny Smith
0.0017001 piggy bank, penny bank
0.0007180 saltshaker, salt shaker
0.0006648 dumbbell
0.0002998 tennis ball
resnet50_v1b 0.5989549 Granny Smith
0.1451391 piggy bank, penny bank
0.0253168 pitcher, ewer
0.0129785 candle, taper, wax light
0.0104263 saltshaker, salt shaker
resnet50_v1b_custom 0.0051049 anemone fish
0.0050241 spider monkey, Ateles geoffroyi
0.0050122 ibex, Capra ibex
0.0049926 cicada, cicala
0.0048133 garter snake, grass snake
resnet50_v1b_gn 0.7398045 Granny Smith
0.0445737 candle, taper, wax light
0.0127276 piggy bank, penny bank
0.0120557 safety pin
0.0083770 pomegranate
resnet50_v1c 0.8618550 Granny Smith
0.0188060 candle, taper, wax light
0.0055579 orange
0.0039412 pitcher, ewer
0.0034311 lemon
resnet50_v1d 0.7543250 Granny Smith
0.0171997 dumbbell
0.0116827 candle, taper, wax light
0.0074653 spindle
0.0059659 piggy bank, penny bank
resnet50_v1d_0.11 0.0547115 necklace
0.0466139 hair slide
0.0440734 dumbbell
0.0317605 piggy bank, penny bank
0.0290907 bell pepper
resnet50_v1d_0.37 0.1162345 piggy bank, penny bank
0.0520882 pitcher, ewer
0.0499831 saltshaker, salt shaker
0.0374144 Granny Smith
0.0282163 teapot
resnet50_v1d_0.48 0.1693304 piggy bank, penny bank
0.1179273 pitcher, ewer
0.0780331 teapot
0.0759569 Granny Smith
0.0351384 soap dispenser
resnet50_v1d_0.86 0.1912429 Granny Smith
0.1522044 vase
0.0466547 pitcher, ewer
0.0438114 piggy bank, penny bank
0.0387991 teapot
resnet50_v1s 0.6378097 Granny Smith
0.0955320 piggy bank, penny bank
0.0187408 candle, taper, wax light
0.0173063 pencil sharpener
0.0085729 bell pepper
resnet101_v1 0.8556004 Granny Smith
0.0572233 piggy bank, penny bank
0.0485183 saltshaker, salt shaker
0.0053788 hair slide
0.0048319 dumbbell
resnet101_v2 0.8972552 Granny Smith
0.0401729 candle, taper, wax light
0.0074956 nail
0.0072347 screw
0.0056376 hair slide
resnet101_v1b 0.7857985 Granny Smith
0.0282332 piggy bank, penny bank
0.0049071 pool table, billiard table, snooker table
0.0044100 nail
0.0031941 orange
resnet101_v1c 0.8046857 Granny Smith
0.0042279 lemon
0.0039940 orange
0.0035649 piggy bank, penny bank
0.0026069 pool table, billiard table, snooker table
resnet101_v1d 0.8904037 Granny Smith
0.0013014 orange
0.0011862 candle, taper, wax light
0.0011250 lemon
0.0007383 syringe
resnet101_v1d_0.73 0.8738712 Granny Smith
0.0117864 orange
0.0059453 lemon
0.0025753 banana
0.0018348 pitcher, ewer
resnet101_v1d_0.76 0.7294459 Granny Smith
0.0140307 pool table, billiard table, snooker table
0.0060903 lemon
0.0042248 ping-pong ball
0.0035100 saltshaker, salt shaker
resnet101_v1s 0.9420365 Granny Smith
0.0060981 piggy bank, penny bank
0.0039682 nail
0.0038415 tennis ball
0.0032590 candle, taper, wax light
resnet152_v1 0.9902509 Granny Smith
0.0005738 lemon
0.0005411 orange
0.0004003 banana
0.0001558 paper towel
resnet152_v2 0.9972478 Granny Smith
0.0010769 piggy bank, penny bank
0.0002827 orange
0.0002033 pitcher, ewer
0.0001509 lemon
resnet152_v1b 0.9882135 Granny Smith
0.0015362 orange
0.0005067 lemon
0.0004334 candle, taper, wax light
0.0003944 banana
resnet152_v1c 0.9887015 Granny Smith
0.0004545 lemon
0.0002470 orange
0.0001788 piggy bank, penny bank
0.0001443 banana
resnet152_v1d 0.9998449 Granny Smith
0.0000251 candle, taper, wax light
0.0000094 piggy bank, penny bank
0.0000013 orange
0.0000013 nail
resnet152_v1s 0.9897671 Granny Smith
0.0006710 orange
0.0005886 lemon
0.0003691 banana
0.0002897 paper towel
resnext50_32x4d 0.5039393 Granny Smith
0.1542056 piggy bank, penny bank
0.0462400 candle, taper, wax light
0.0045215 pitcher, ewer
0.0038302 necklace
resnext101_32x4d 0.9283170 Granny Smith
0.0027030 candle, taper, wax light
0.0021046 spindle
0.0011345 lemon
0.0008427 orange
resnext101_64x4d 0.8459962 Granny Smith
0.0009382 syringe
0.0007001 lemon
0.0006334 orange
0.0005562 shower curtain
se_resnext50_32x4d 0.9321796 Granny Smith
0.0013750 candle, taper, wax light
0.0006428 piggy bank, penny bank
0.0004036 tennis ball
0.0004002 lemon
se_resnext101_32x4d 0.8162102 Granny Smith
0.0103485 saltshaker, salt shaker
0.0090229 lemon
0.0089084 orange
0.0052811 candle, taper, wax light
se_resnext101_64x4d 0.8560185 Granny Smith
0.0008338 orange
0.0006294 banana
0.0005233 syringe
0.0005156 piggy bank, penny bank
resnest14 0.5492676 piggy bank, penny bank
0.1353471 Granny Smith
0.0317922 candle, taper, wax light
0.0150942 teapot
0.0075024 water jug
resnest26 0.6255676 Granny Smith
0.0436678 piggy bank, penny bank
0.0079170 orange
0.0076749 pomegranate
0.0044506 lemon
resnest50 0.8672453 Granny Smith
0.0019027 pomegranate
0.0018386 orange
0.0018165 lemon
0.0016820 piggy bank, penny bank
resnest101 0.7884610 Granny Smith
0.0017616 orange
0.0016064 Arabian camel, dromedary, Camelus dromedarius
0.0011836 candle, taper, wax light
0.0010934 wardrobe, closet, press
resnest200 0.8712394 Granny Smith
0.0014679 orange
0.0013268 candle, taper, wax light
0.0011122 lemon
0.0006881 Bouvier des Flandres, Bouviers des Flandres
resnest269 0.8810812 Granny Smith
0.0014211 orange
0.0007651 lemon
0.0006411 neck brace
0.0005766 banana
squeezenet1.0 0.3275021 piggy bank, penny bank
0.1791335 dumbbell
0.1542641 Granny Smith
0.0912996 water bottle
0.0385820 rubber eraser, rubber, pencil eraser
squeezenet1.1 0.5895351 piggy bank, penny bank
0.0677937 Granny Smith
0.0610657 necklace
0.0610450 lemon
0.0490915 bucket, pail
vgg11 0.3721463 piggy bank, penny bank
0.2952025 Granny Smith
0.1076758 tennis ball
0.0314686 soap dispenser
0.0285692 dumbbell
vgg11_bn 0.5464048 Granny Smith
0.2313122 dumbbell
0.0658233 piggy bank, penny bank
0.0269569 tennis ball
0.0218533 teapot
vgg13 0.4068233 Granny Smith
0.2272184 dumbbell
0.0475027 necklace
0.0303711 maraca
0.0250665 teapot
vgg13_bn 0.9389399 Granny Smith
0.0383621 tennis ball
0.0069443 lemon
0.0039320 orange
0.0013574 banana
vgg16 0.6872561 piggy bank, penny bank
0.0687330 Granny Smith
0.0588234 teapot
0.0392138 tennis ball
0.0210059 pitcher, ewer
vgg16_bn 0.9958419 Granny Smith
0.0010665 tennis ball
0.0008365 piggy bank, penny bank
0.0004831 teapot
0.0004005 dumbbell
vgg19 0.6034821 Granny Smith
0.1175481 piggy bank, penny bank
0.0277910 dumbbell
0.0249204 whistle
0.0218847 teapot
vgg19_bn 0.9881874 Granny Smith
0.0025413 piggy bank, penny bank
0.0011374 teapot
0.0009895 saltshaker, salt shaker
0.0006477 cup
xception 0.9998661 Granny Smith
0.0001228 lemon
0.0000048 piggy bank, penny bank
0.0000015 banana
0.0000010 tennis ball
senet_154 0.6984364 Granny Smith
0.0078498 syringe
0.0034595 tennis ball
0.0028654 banana
0.0025570 hare

Test image #2

Data source: ImageNet

Image resolution: 500 x 500

Model Python API
alexnet 0.9947649 junco, snowbird
0.0043087 chickadee
0.0002780 water ouzel, dipper
0.0002770 bulbul
0.0001244 brambling, Fringilla montifringilla
darknet53 0.8250283 junco, snowbird
0.0037126 indigo bunting, indigo finch, indigo bird, Passerina cyanea
0.0019864 brambling, Fringilla montifringilla
0.0017965 water ouzel, dipper
0.0015356 American coot, marsh hen, mud hen, water hen, Fulica americana
densenet121 0.9841599 junco, snowbird
0.0072199 chickadee
0.0034962 brambling, Fringilla montifringilla
0.0016226 water ouzel, dipper
0.0012858 indigo bunting, indigo finch, indigo bird, Passerina cyanea
densenet161 0.9932058 junco, snowbird
0.0015922 chickadee
0.0012295 brambling, Fringilla montifringilla
0.0011838 indigo bunting, indigo finch, indigo bird, Passerina cyanea
0.0008891 goldfinch, Carduelis carduelis
densenet169 0.9640697 junco, snowbird
0.0201313 brambling, Fringilla montifringilla
0.0044098 chickadee
0.0032345 goldfinch, Carduelis carduelis
0.0026739 water ouzel, dipper
densenet201 0.9515250 junco, snowbird
0.0178252 water ouzel, dipper
0.0109119 brambling, Fringilla montifringilla
0.0077980 house finch, linnet, Carpodacus mexicanus
0.0044695 chickadee
googlenet 0.8450467 junco, snowbird
0.0073040 brambling, Fringilla montifringilla
0.0059225 chickadee
0.0033832 goldfinch, Carduelis carduelis
0.0031529 indigo bunting, indigo finch, indigo bird, Passerina cyanea
hrnet_w18_c 0.9188430 junco, snowbird
0.0296666 goldfinch, Carduelis carduelis
0.0161022 brambling, Fringilla montifringilla
0.0122709 chickadee
0.0079102 water ouzel, dipper
hrnet_w18_small_v1_c 0.9759023 junco, snowbird
0.0106352 chickadee
0.0046215 water ouzel, dipper
0.0039147 brambling, Fringilla montifringilla
0.0010362 goldfinch, Carduelis carduelis
hrnet_w18_small_v2_c 0.9787474 junco, snowbird
0.0064078 brambling, Fringilla montifringilla
0.0033237 chickadee
0.0029915 red-backed sandpiper, dunlin, Erolia alpina
0.0026367 goldfinch, Carduelis carduelis
hrnet_w30_c 0.8702929 junco, snowbird
0.0613190 water ouzel, dipper
0.0193866 goldfinch, Carduelis carduelis
0.0158093 brambling, Fringilla montifringilla
0.0101078 house finch, linnet, Carpodacus mexicanus
hrnet_w32_c 0.9775968 junco, snowbird
0.0055817 brambling, Fringilla montifringilla
0.0031635 water ouzel, dipper
0.0028534 chickadee
0.0028298 goldfinch, Carduelis carduelis
hrnet_w40_c 0.9487124 junco, snowbird
0.0197902 brambling, Fringilla montifringilla
0.0128434 water ouzel, dipper
0.0024431 chickadee
0.0020419 red-backed sandpiper, dunlin, Erolia alpina
hrnet_w44_c 0.9505839 junco, snowbird
0.0129691 water ouzel, dipper
0.0122351 brambling, Fringilla montifringilla
0.0042923 goldfinch, Carduelis carduelis
0.0020167 house finch, linnet, Carpodacus mexicanus
hrnet_w48_c 0.9621018 junco, snowbird
0.0160337 water ouzel, dipper
0.0087758 chickadee
0.0063452 brambling, Fringilla montifringilla
0.0013683 red-backed sandpiper, dunlin, Erolia alpina
hrnet_w64_c 0.9867093 junco, snowbird
0.0050804 water ouzel, dipper
0.0014207 brambling, Fringilla montifringilla
0.0012793 chickadee
0.0007804 goldfinch, Carduelis carduelis
inceptionv3 0.8331636 junco, snowbird
0.0094580 water ouzel, dipper
0.0049014 brambling, Fringilla montifringilla
0.0012859 chickadee
0.0010424 robin, American robin, Turdus migratorius
mobilenet0.25 0.7976559 junco, snowbird
0.0642661 brambling, Fringilla montifringilla
0.0495699 chickadee
0.0412341 house finch, linnet, Carpodacus mexicanus
0.0166411 goldfinch, Carduelis carduelis
mobilenet0.5 0.6876235 junco, snowbird
0.0567821 chickadee
0.0440355 house finch, linnet, Carpodacus mexicanus
0.0327330 brambling, Fringilla montifringilla
0.0170564 hummingbird
mobilenet0.75 0.7232150 junco, snowbird
0.0267700 brambling, Fringilla montifringilla
0.0224716 chickadee
0.0173853 water ouzel, dipper
0.0107710 house finch, linnet, Carpodacus mexicanus
mobilenet1.0 0.3200681 junco, snowbird
0.0977401 chickadee
0.0255691 brambling, Fringilla montifringilla
0.0200887 water ouzel, dipper
0.0052986 indigo bunting, indigo finch, indigo bird, Passerina cyanea
mobilenet1.0_int8 0.4458332 junco, snowbird
0.0757087 chickadee
0.0233120 water ouzel, dipper
0.0213673 brambling, Fringilla montifringilla
0.0034389 indigo bunting, indigo finch, indigo bird, Passerina cyanea
mobilenetv2_0.25 0.5445739 junco, snowbird
0.1674697 chickadee
0.0738745 brambling, Fringilla montifringilla
0.0237202 house finch, linnet, Carpodacus mexicanus
0.0177469 coucal
mobilenetv2_0.5 0.9121019 junco, snowbird
0.0402663 chickadee
0.0144705 brambling, Fringilla montifringilla
0.0111383 house finch, linnet, Carpodacus mexicanus
0.0019353 bulbul
mobilenetv2_0.75 0.4884860 junco, snowbird
0.0884391 chickadee
0.0189599 brambling, Fringilla montifringilla
0.0151568 water ouzel, dipper
0.0111601 hummingbird
mobilenetv2_1.0 0.8265611 junco, snowbird
0.0339170 chickadee
0.0146587 brambling, Fringilla montifringilla
0.0095486 water ouzel, dipper
0.0065168 hummingbird
mobilenetV3_large 0.8610585 junco, snowbird
0.0212062 chickadee
0.0043952 house finch, linnet, Carpodacus mexicanus
0.0040245 brambling, Fringilla montifringilla
0.0034385 goldfinch, Carduelis carduelis
mobilenetV3_small 0.4654124 junco, snowbird
0.0976697 brambling, Fringilla montifringilla
0.0351128 goldfinch, Carduelis carduelis
0.0220040 house finch, linnet, Carpodacus mexicanus
0.0132010 water ouzel, dipper
resnet18_v1 0.9597536 junco, snowbird
0.0103961 chickadee
0.0075481 goldfinch, Carduelis carduelis
0.0054579 house finch, linnet, Carpodacus mexicanus
0.0053979 water ouzel, dipper
resnet18_v2 0.9460587 junco, snowbird
0.0180775 brambling, Fringilla montifringilla
0.0139834 chickadee
0.0075303 goldfinch, Carduelis carduelis
0.0037932 water ouzel, dipper
resnet18_v1b 0.9505776 junco, snowbird
0.0350148 brambling, Fringilla montifringilla
0.0052746 goldfinch, Carduelis carduelis
0.0044680 chickadee
0.0029356 house finch, linnet, Carpodacus mexicanus
resnet18_v1b_0.89 0.9328545 junco, snowbird
0.0446809 brambling, Fringilla montifringilla
0.0101631 house finch, linnet, Carpodacus mexicanus
0.0063039 chickadee
0.0027250 indigo bunting, indigo finch, indigo bird, Passerina cyanea
resnet18_v1b_custom 0.0060174 African chameleon, Chamaeleo chamaeleon
0.0054798 American Staffordshire terrier, Staffordshire terrier, American pit bull terrier, pit bull terrier
0.0051301 flatworm, platyhelminth
0.0050669 prairie chicken, prairie grouse, prairie fowl
0.0049658 Shih-Tzu
resnet34_v1 0.9352032 junco, snowbird
0.0226504 water ouzel, dipper
0.0129960 brambling, Fringilla montifringilla
0.0050841 chickadee
0.0037434 goldfinch, Carduelis carduelis
resnet34_v2 0.6477929 junco, snowbird
0.0750227 water ouzel, dipper
0.0672589 brambling, Fringilla montifringilla
0.0443260 chickadee
0.0321975 goldfinch, Carduelis carduelis
resnet34_v1b 0.9445685 junco, snowbird
0.0109547 water ouzel, dipper
0.0106829 goldfinch, Carduelis carduelis
0.0075599 brambling, Fringilla montifringilla
0.0043267 chickadee
resnet50_v1 0.8778600 junco, snowbird
0.0045333 water ouzel, dipper
0.0018932 brambling, Fringilla montifringilla
0.0016121 chickadee
0.0005472 magpie
resnet50_v1_int8 0.8986668 junco, snowbird
0.0042505 water ouzel, dipper
0.0019016 brambling, Fringilla montifringilla
0.0012305 chickadee
0.0005350 indigo bunting, indigo finch, indigo bird, Passerina cyanea
resnet50_v2 0.9820374 junco, snowbird
0.0070083 water ouzel, dipper
0.0032555 chickadee
0.0021856 indigo bunting, indigo finch, indigo bird, Passerina cyanea
0.0017496 brambling, Fringilla montifringilla
resnet50_v1b 0.9325832 junco, snowbird
0.0022530 water ouzel, dipper
0.0019862 chickadee
0.0011287 brambling, Fringilla montifringilla
0.0005958 goldfinch, Carduelis carduelis
resnet50_v1b_custom 0.0042406 bullfrog, Rana catesbeiana
0.0041815 thunder snake, worm snake, Carphophis amoenus
0.0041015 bulbul
0.0040439 bustard
0.0039271 partridge
resnet50_v1b_gn 0.8502029 junco, snowbird
0.0078807 brambling, Fringilla montifringilla
0.0052344 water ouzel, dipper
0.0047941 chickadee
0.0025184 goldfinch, Carduelis carduelis
resnet50_v1c 0.9273983 junco, snowbird
0.0029364 chickadee
0.0021531 water ouzel, dipper
0.0007963 brambling, Fringilla montifringilla
0.0007281 indigo bunting, indigo finch, indigo bird, Passerina cyanea
resnet50_v1d 0.8592040 junco, snowbird
0.0012552 trilobite
0.0008265 indigo bunting, indigo finch, indigo bird, Passerina cyanea
0.0007142 brambling, Fringilla montifringilla
0.0006234 chickadee
resnet50_v1d_0.11 0.8141757 junco, snowbird
0.0476836 brambling, Fringilla montifringilla
0.0176680 house finch, linnet, Carpodacus mexicanus
0.0174768 goldfinch, Carduelis carduelis
0.0137937 chickadee
resnet50_v1d_0.37 0.7955161 junco, snowbird
0.0112076 brambling, Fringilla montifringilla
0.0072924 house finch, linnet, Carpodacus mexicanus
0.0043970 goldfinch, Carduelis carduelis
0.0027637 indigo bunting, indigo finch, indigo bird, Passerina cyanea
resnet50_v1d_0.48 0.8902636 junco, snowbird
0.0054964 brambling, Fringilla montifringilla
0.0040026 chickadee
0.0018189 water ouzel, dipper
0.0011725 indigo bunting, indigo finch, indigo bird, Passerina cyanea
resnet50_v1d_0.86 0.8838070 junco, snowbird
0.0034641 chickadee
0.0034094 water ouzel, dipper
0.0015349 brambling, Fringilla montifringilla
0.0011060 trilobite
resnet50_v1s 0.9927825 junco, snowbird
0.0009136 chickadee
0.0007485 brambling, Fringilla montifringilla
0.0006094 indigo bunting, indigo finch, indigo bird, Passerina cyanea
0.0003606 water ouzel, dipper
resnet101_v1 0.9215414 junco, snowbird
0.0161461 brambling, Fringilla montifringilla
0.0113413 water ouzel, dipper
0.0096166 chickadee
0.0087583 house finch, linnet, Carpodacus mexicanus
resnet101_v2 0.9053523 junco, snowbird
0.0451527 water ouzel, dipper
0.0106367 chickadee
0.0089987 brambling, Fringilla montifringilla
0.0037001 goldfinch, Carduelis carduelis
resnet101_v1b 0.9276263 junco, snowbird
0.0049964 water ouzel, dipper
0.0046615 chickadee
0.0030906 brambling, Fringilla montifringilla
0.0008694 goldfinch, Carduelis carduelis
resnet101_v1c 0.8793292 junco, snowbird
0.0013544 water ouzel, dipper
0.0010500 indigo bunting, indigo finch, indigo bird, Passerina cyanea
0.0009873 chickadee
0.0009162 brambling, Fringilla montifringilla
resnet101_v1d 0.8917584 junco, snowbird
0.0015399 water ouzel, dipper
0.0006728 indigo bunting, indigo finch, indigo bird, Passerina cyanea
0.0006276 loupe, jeweler's loupe
0.0005075 brambling, Fringilla montifringilla
resnet101_v1d_0.73 0.8549845 junco, snowbird
0.0013958 water ouzel, dipper
0.0009261 chickadee
0.0008926 indigo bunting, indigo finch, indigo bird, Passerina cyanea
0.0007149 brambling, Fringilla montifringilla
resnet101_v1d_0.76 0.8729864 junco, snowbird
0.0017605 water ouzel, dipper
0.0005628 chickadee
0.0004765 saltshaker, salt shaker
0.0004645 American coot, marsh hen, mud hen, water hen, Fulica americana
resnet101_v1s 0.9577293 junco, snowbird
0.0045800 chickadee
0.0034216 indigo bunting, indigo finch, indigo bird, Passerina cyanea
0.0014765 brambling, Fringilla montifringilla
0.0012217 water ouzel, dipper
resnet152_v1 0.9541085 junco, snowbird
0.0007439 indigo bunting, indigo finch, indigo bird, Passerina cyanea
0.0006390 brambling, Fringilla montifringilla
0.0005719 chickadee
0.0004141 water ouzel, dipper
resnet152_v2 0.9695247 junco, snowbird
0.0054735 brambling, Fringilla montifringilla
0.0041750 water ouzel, dipper
0.0027560 goldfinch, Carduelis carduelis
0.0024612 indigo bunting, indigo finch, indigo bird, Passerina cyanea
resnet152_v1b 0.9181211 junco, snowbird
0.0008047 water ouzel, dipper
0.0006730 chickadee
0.0004612 indigo bunting, indigo finch, indigo bird, Passerina cyanea
0.0004567 brambling, Fringilla montifringilla
resnet152_v1c 0.9407274 junco, snowbird
0.0019899 water ouzel, dipper
0.0008130 chickadee
0.0008025 magpie
0.0006756 brambling, Fringilla montifringilla
resnet152_v1d 0.9677259 junco, snowbird
0.0004674 water ouzel, dipper
0.0003674 brambling, Fringilla montifringilla
0.0003074 indigo bunting, indigo finch, indigo bird, Passerina cyanea
0.0001905 redshank, Tringa totanus
resnet152_v1s 0.9894158 junco, snowbird
0.0002875 chickadee
0.0002700 indigo bunting, indigo finch, indigo bird, Passerina cyanea
0.0002608 brambling, Fringilla montifringilla
0.0002240 American coot, marsh hen, mud hen, water hen, Fulica americana
resnext50_32x4d 0.8792271 junco, snowbird
0.0019800 water ouzel, dipper
0.0006261 brambling, Fringilla montifringilla
0.0005920 indigo bunting, indigo finch, indigo bird, Passerina cyanea
0.0005325 American coot, marsh hen, mud hen, water hen, Fulica americana
resnext101_32x4d 0.9276594 junco, snowbird
0.0029483 water ouzel, dipper
0.0007209 chickadee
0.0006452 brambling, Fringilla montifringilla
0.0004491 indigo bunting, indigo finch, indigo bird, Passerina cyanea
resnext101_64x4d 0.8758404 junco, snowbird
0.0008728 tiger shark, Galeocerdo cuvieri
0.0005660 water ouzel, dipper
0.0005565 brambling, Fringilla montifringilla
0.0004355 indigo bunting, indigo finch, indigo bird, Passerina cyanea
se_resnext50_32x4d 0.9159099 junco, snowbird
0.0075064 chickadee
0.0031539 water ouzel, dipper
0.0008047 brambling, Fringilla montifringilla
0.0006744 indigo bunting, indigo finch, indigo bird, Passerina cyanea
se_resnext101_32x4d 0.8849785 junco, snowbird
0.0082190 water ouzel, dipper
0.0021819 brambling, Fringilla montifringilla
0.0016918 chickadee
0.0008970 indigo bunting, indigo finch, indigo bird, Passerina cyanea
se_resnext101_64x4d 0.9599983 junco, snowbird
0.0001568 container ship, containership, container vessel
0.0001457 water ouzel, dipper
0.0001314 oystercatcher, oyster catcher
0.0001283 dugong, Dugong dugon
resnest14 0.3178357 junco, snowbird
0.0798734 chickadee
0.0207251 water ouzel, dipper
0.0119278 brambling, Fringilla montifringilla
0.0053170 goldfinch, Carduelis carduelis
resnest26 0.8787090 junco, snowbird
0.0026270 chickadee
0.0017752 brambling, Fringilla montifringilla
0.0011295 water ouzel, dipper
0.0008994 goldfinch, Carduelis carduelis
resnest50 0.8861975 junco, snowbird
0.0022739 water ouzel, dipper
0.0017978 indigo bunting, indigo finch, indigo bird, Passerina cyanea
0.0009528 brambling, Fringilla montifringilla
0.0005547 ringlet, ringlet butterfly
resnest101 0.8264657 junco, snowbird
0.0013493 water ouzel, dipper
0.0011776 chickadee
0.0010429 diamondback, diamondback rattlesnake, Crotalus adamanteus
0.0010088 tiger shark, Galeocerdo cuvieri
resnest200 0.9008964 junco, snowbird
0.0014222 water ouzel, dipper
0.0011092 indigo bunting, indigo finch, indigo bird, Passerina cyanea
0.0008399 brambling, Fringilla montifringilla
0.0007130 chickadee
resnest269 0.8601478 junco, snowbird
0.0010935 indigo bunting, indigo finch, indigo bird, Passerina cyanea
0.0008388 brambling, Fringilla montifringilla
0.0007640 water ouzel, dipper
0.0007627 ski mask
squeezenet1.0 0.9904411 junco, snowbird
0.0045287 chickadee
0.0040343 brambling, Fringilla montifringilla
0.0003414 water ouzel, dipper
0.0002521 house finch, linnet, Carpodacus mexicanus
squeezenet1.1 0.9614584 junco, snowbird
0.0250979 chickadee
0.0040701 brambling, Fringilla montifringilla
0.0035156 goldfinch, Carduelis carduelis
0.0030858 ruffed grouse, partridge, Bonasa umbellus
vgg11 0.9998955 junco, snowbird
0.0000967 chickadee
0.0000043 brambling, Fringilla montifringilla
0.0000023 water ouzel, dipper
0.0000006 bulbul
vgg11_bn 0.9994940 junco, snowbird
0.0002460 brambling, Fringilla montifringilla
0.0002328 chickadee
0.0000130 water ouzel, dipper
0.0000100 goldfinch, Carduelis carduelis
vgg13 0.9359031 junco, snowbird
0.0610291 chickadee
0.0012531 brambling, Fringilla montifringilla
0.0012155 water ouzel, dipper
0.0002740 bulbul
vgg13_bn 0.9927477 junco, snowbird
0.0041163 chickadee
0.0028725 brambling, Fringilla montifringilla
0.0000676 goldfinch, Carduelis carduelis
0.0000641 house finch, linnet, Carpodacus mexicanus
vgg16 0.8946126 junco, snowbird
0.0953828 chickadee
0.0077339 brambling, Fringilla montifringilla
0.0018954 water ouzel, dipper
0.0001777 bulbul
vgg16_bn 0.9928786 junco, snowbird
0.0052144 chickadee
0.0011600 brambling, Fringilla montifringilla
0.0005868 water ouzel, dipper
0.0000735 house finch, linnet, Carpodacus mexicanus
vgg19 0.9538229 junco, snowbird
0.0420008 chickadee
0.0040804 water ouzel, dipper
0.0000727 brambling, Fringilla montifringilla
0.0000097 bulbul
vgg19_bn 0.9973996 junco, snowbird
0.0010910 brambling, Fringilla montifringilla
0.0008814 chickadee
0.0004659 water ouzel, dipper
0.0001015 goldfinch, Carduelis carduelis
xception 0.9466470 junco, snowbird
0.0224749 chickadee
0.0208618 brambling, Fringilla montifringilla
0.0095579 water ouzel, dipper
0.0004126 goldfinch, Carduelis carduelis
senet_154 0.8654007 junco, snowbird
0.0118391 water ouzel, dipper
0.0041501 brambling, Fringilla montifringilla
0.0038129 chickadee
0.0018405 house finch, linnet, Carpodacus mexicanus

Test image #3

Data source: ImageNet

Image resolution: 333 x 500

Model Python API
alexnet 0.3216886 container ship, containership, container vessel
0.1360614 drilling platform, offshore rig
0.1140693 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.1057479 beacon, lighthouse, beacon light, pharos
0.0471224 liner, ocean liner
darknet53 0.1329412 liner, ocean liner
0.1074721 dock, dockage, docking facility
0.1047859 drilling platform, offshore rig
0.0996367 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.0419424 lifeboat
densenet121 0.3022410 liner, ocean liner
0.1322484 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.1194606 container ship, containership, container vessel
0.0795041 drilling platform, offshore rig
0.0723068 dock, dockage, docking facility
densenet161 0.4418391 lifeboat
0.1824287 liner, ocean liner
0.0596467 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.0325274 submarine, pigboat, sub, U-boat
0.0298845 dock, dockage, docking facility
densenet169 0.2955866 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.2342385 drilling platform, offshore rig
0.0940928 liner, ocean liner
0.0876009 container ship, containership, container vessel
0.0717737 dock, dockage, docking facility
densenet201 0.5008176 fireboat
0.0950196 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.0701646 lifeboat
0.0622607 liner, ocean liner
0.0582344 container ship, containership, container vessel
googlenet 0.0838070 lifeboat
0.0731668 container ship, containership, container vessel
0.0730509 liner, ocean liner
0.0729539 fireboat
0.0689271 drilling platform, offshore rig
hrnet_w18_c 0.2656096 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.1616489 liner, ocean liner
0.0651337 beacon, lighthouse, beacon light, pharos
0.0627509 dock, dockage, docking facility
0.0541241 lifeboat
hrnet_w18_small_v1_c 0.2587051 liner, ocean liner
0.2280385 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.0848167 beacon, lighthouse, beacon light, pharos
0.0490974 fireboat
0.0474460 lifeboat
hrnet_w18_small_v2_c 0.3427408 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.1242335 beacon, lighthouse, beacon light, pharos
0.0695650 liner, ocean liner
0.0620095 dock, dockage, docking facility
0.0403364 drilling platform, offshore rig
hrnet_w30_c 0.2000750 drilling platform, offshore rig
0.1365042 liner, ocean liner
0.1290682 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.0799346 catamaran
0.0686851 beacon, lighthouse, beacon light, pharos
hrnet_w32_c 0.3427320 liner, ocean liner
0.2963618 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.1066358 container ship, containership, container vessel
0.0607251 beacon, lighthouse, beacon light, pharos
0.0566134 submarine, pigboat, sub, U-boat
hrnet_w40_c 0.1606531 submarine, pigboat, sub, U-boat
0.1538070 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.1193006 drilling platform, offshore rig
0.1085498 dock, dockage, docking facility
0.0998095 liner, ocean liner
hrnet_w44_c 0.6380179 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.1515551 beacon, lighthouse, beacon light, pharos
0.0499784 drilling platform, offshore rig
0.0288597 lifeboat
0.0177580 dock, dockage, docking facility
hrnet_w48_c 0.3150678 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.1881291 lifeboat
0.1002933 liner, ocean liner
0.0560864 container ship, containership, container vessel
0.0427639 fireboat
hrnet_w64_c 0.4080228 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.2256251 lifeboat
0.0774634 beacon, lighthouse, beacon light, pharos
0.0533113 dock, dockage, docking facility
0.0362752 liner, ocean liner
inceptionv3 0.1505833 dock, dockage, docking facility
0.1179259 drilling platform, offshore rig
0.1058787 liner, ocean liner
0.0981266 container ship, containership, container vessel
0.0621234 lifeboat
mobilenet0.25 0.1772091 water bottle
0.1686604 liner, ocean liner
0.0955276 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.0937019 submarine, pigboat, sub, U-boat
0.0643868 beacon, lighthouse, beacon light, pharos
mobilenet0.5 0.1413260 submarine, pigboat, sub, U-boat
0.1064001 aircraft carrier, carrier, flattop, attack aircraft carrier
0.0897172 container ship, containership, container vessel
0.0690325 liner, ocean liner
0.0603464 breakwater, groin, groyne, mole, bulwark, seawall, jetty
mobilenet0.75 0.1406201 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.0317071 liner, ocean liner
0.0312595 beacon, lighthouse, beacon light, pharos
0.0274736 container ship, containership, container vessel
0.0195056 fireboat
mobilenet1.0 0.0580719 liner, ocean liner
0.0576046 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.0517998 aircraft carrier, carrier, flattop, attack aircraft carrier
0.0483820 lifeboat
0.0473302 water bottle
mobilenet1.0_int8 0.0885448 liner, ocean liner
0.0556101 aircraft carrier, carrier, flattop, attack aircraft carrier
0.0483991 water bottle
0.0429513 lifeboat
0.0388312 breakwater, groin, groyne, mole, bulwark, seawall, jetty
mobilenetv2_0.25 0.2591519 liner, ocean liner
0.0933797 drilling platform, offshore rig
0.0799795 aircraft carrier, carrier, flattop, attack aircraft carrier
0.0531668 fireboat
0.0529574 container ship, containership, container vessel
mobilenetv2_0.5 0.1369159 container ship, containership, container vessel
0.1195146 liner, ocean liner
0.0921707 drilling platform, offshore rig
0.0855153 submarine, pigboat, sub, U-boat
0.0492694 beacon, lighthouse, beacon light, pharos
mobilenetv2_0.75 0.1567852 liner, ocean liner
0.0603636 lifeboat
0.0488465 pirate, pirate ship
0.0427859 container ship, containership, container vessel
0.0276454 drilling platform, offshore rig
mobilenetv2_1.0 0.1127411 liner, ocean liner
0.1014166 container ship, containership, container vessel
0.0582132 submarine, pigboat, sub, U-boat
0.0552070 lifeboat
0.0221046 breakwater, groin, groyne, mole, bulwark, seawall, jetty
mobilenetV3_large 0.1392086 fireboat
0.0813295 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.0483475 submarine, pigboat, sub, U-boat
0.0482562 drilling platform, offshore rig
0.0418803 aircraft carrier, carrier, flattop, attack aircraft carrier
mobilenetV3_small 0.0824172 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.0700601 drilling platform, offshore rig
0.0612908 pirate, pirate ship
0.0589956 beacon, lighthouse, beacon light, pharos
0.0458271 submarine, pigboat, sub, U-boat
resnet18_v1 0.3416699 container ship, containership, container vessel
0.1224417 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.1104409 liner, ocean liner
0.0661493 lifeboat
0.0649564 pirate, pirate ship
resnet18_v2 0.2872601 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.1359790 beacon, lighthouse, beacon light, pharos
0.1248601 container ship, containership, container vessel
0.1217950 dock, dockage, docking facility
0.0381382 fireboat
resnet18_v1b 0.1451897 liner, ocean liner
0.1121958 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.0984692 water bottle
0.0750244 pop bottle, soda bottle
0.0602022 dock, dockage, docking facility
resnet18_v1b_0.89 0.3873618 liner, ocean liner
0.1239402 container ship, containership, container vessel
0.1021361 fireboat
0.0560824 dock, dockage, docking facility
0.0553757 submarine, pigboat, sub, U-boat
resnet18_v1b_custom 0.0047132 spiny lobster, langouste, rock lobster, crawfish, crayfish, sea crawfish
0.0041157 triceratops
0.0040319 zebra
0.0039745 African chameleon, Chamaeleo chamaeleon
0.0039639 African hunting dog, hyena dog, Cape hunting dog, Lycaon pictus
resnet34_v1 0.5147043 liner, ocean liner
0.0504066 submarine, pigboat, sub, U-boat
0.0452913 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.0438951 sandbar, sand bar
0.0422814 fireboat
resnet34_v2 0.4267518 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.2477035 container ship, containership, container vessel
0.0763714 liner, ocean liner
0.0696334 dock, dockage, docking facility
0.0447001 beacon, lighthouse, beacon light, pharos
resnet34_v1b 0.3476998 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.1918807 liner, ocean liner
0.1346360 drilling platform, offshore rig
0.1013912 container ship, containership, container vessel
0.0379062 aircraft carrier, carrier, flattop, attack aircraft carrier
resnet50_v1 0.4411839 liner, ocean liner
0.0861827 container ship, containership, container vessel
0.0609572 speedboat
0.0587049 dock, dockage, docking facility
0.0369093 breakwater, groin, groyne, mole, bulwark, seawall, jetty
resnet50_v1_int8 0.3967755 liner, ocean liner
0.0905244 container ship, containership, container vessel
0.0735052 dock, dockage, docking facility
0.0657126 speedboat
0.0458605 breakwater, groin, groyne, mole, bulwark, seawall, jetty
resnet50_v2 0.4814195 container ship, containership, container vessel
0.1134715 liner, ocean liner
0.0718216 drilling platform, offshore rig
0.0571725 dock, dockage, docking facility
0.0450075 lifeboat
resnet50_v1b 0.3147515 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.1076186 beacon, lighthouse, beacon light, pharos
0.0938480 liner, ocean liner
0.0601708 container ship, containership, container vessel
0.0513268 catamaran
resnet50_v1b_custom 0.0048008 Madagascar cat, ring-tailed lemur, Lemur catta
0.0047634 rock python, rock snake, Python sebae
0.0046949 house finch, linnet, Carpodacus mexicanus
0.0046650 sea slug, nudibranch
0.0044506 Tibetan mastiff
resnet50_v1b_gn 0.2332796 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.1691528 liner, ocean liner
0.1512439 beacon, lighthouse, beacon light, pharos
0.0507854 dock, dockage, docking facility
0.0476710 wreck
resnet50_v1c 0.1537983 liner, ocean liner
0.1531646 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.1442180 catamaran
0.0900431 container ship, containership, container vessel
0.0479482 dock, dockage, docking facility
resnet50_v1d 0.2062457 lifeboat
0.0950574 beacon, lighthouse, beacon light, pharos
0.0893152 liner, ocean liner
0.0759133 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.0445664 submarine, pigboat, sub, U-boat
resnet50_v1d_0.11 0.1494648 container ship, containership, container vessel
0.0635204 pirate, pirate ship
0.0557595 drilling platform, offshore rig
0.0280262 liner, ocean liner
0.0257161 lifeboat
resnet50_v1d_0.37 0.1321165 liner, ocean liner
0.0722743 container ship, containership, container vessel
0.0718901 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.0668206 dock, dockage, docking facility
0.0600580 catamaran
resnet50_v1d_0.48 0.2222678 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.0869509 beacon, lighthouse, beacon light, pharos
0.0669275 aircraft carrier, carrier, flattop, attack aircraft carrier
0.0598991 liner, ocean liner
0.0556236 submarine, pigboat, sub, U-boat
resnet50_v1d_0.86 0.1930386 liner, ocean liner
0.1047459 container ship, containership, container vessel
0.0845692 dock, dockage, docking facility
0.0839940 lifeboat
0.0681260 submarine, pigboat, sub, U-boat
resnet50_v1s 0.2640891 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.2070212 lifeboat
0.0966062 dock, dockage, docking facility
0.0908102 container ship, containership, container vessel
0.0581087 beacon, lighthouse, beacon light, pharos
resnet101_v1 0.2196445 beacon, lighthouse, beacon light, pharos
0.1348773 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.0985300 aircraft carrier, carrier, flattop, attack aircraft carrier
0.0834722 fireboat
0.0616940 drilling platform, offshore rig
resnet101_v2 0.2760630 pirate, pirate ship
0.1350921 wreck
0.0808766 liner, ocean liner
0.0636320 drilling platform, offshore rig
0.0605572 breakwater, groin, groyne, mole, bulwark, seawall, jetty
resnet101_v1b 0.0885735 beacon, lighthouse, beacon light, pharos
0.0653725 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.0633635 catamaran
0.0506628 seashore, coast, seacoast, sea-coast
0.0471093 pirate, pirate ship
resnet101_v1c 0.1898097 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.1086092 beacon, lighthouse, beacon light, pharos
0.0697590 liner, ocean liner
0.0553854 catamaran
0.0528718 dock, dockage, docking facility
resnet101_v1d 0.3125349 beacon, lighthouse, beacon light, pharos
0.0871910 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.0688296 drilling platform, offshore rig
0.0468906 liner, ocean liner
0.0428201 container ship, containership, container vessel
resnet101_v1d_0.73 0.2870496 beacon, lighthouse, beacon light, pharos
0.1222293 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.0537432 liner, ocean liner
0.0345260 container ship, containership, container vessel
0.0309129 water bottle
resnet101_v1d_0.76 0.2803617 lifeboat
0.0701866 beacon, lighthouse, beacon light, pharos
0.0653023 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.0499815 container ship, containership, container vessel
0.0268924 liner, ocean liner
resnet101_v1s 0.3312930 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.0998191 dock, dockage, docking facility
0.0886510 beacon, lighthouse, beacon light, pharos
0.0830901 lifeboat
0.0584256 liner, ocean liner
resnet152_v1 0.5388135 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.2476967 beacon, lighthouse, beacon light, pharos
0.0155439 drilling platform, offshore rig
0.0131202 fireboat
0.0130310 lifeboat
resnet152_v2 0.1715948 drilling platform, offshore rig
0.1319761 beacon, lighthouse, beacon light, pharos
0.0740682 dock, dockage, docking facility
0.0558942 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.0398144 container ship, containership, container vessel
resnet152_v1b 0.1880362 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.1045246 dock, dockage, docking facility
0.0919990 liner, ocean liner
0.0881177 beacon, lighthouse, beacon light, pharos
0.0596821 container ship, containership, container vessel
resnet152_v1c 0.6195551 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.0571322 drilling platform, offshore rig
0.0511749 beacon, lighthouse, beacon light, pharos
0.0398432 dock, dockage, docking facility
0.0232956 liner, ocean liner
resnet152_v1d 0.2989854 beacon, lighthouse, beacon light, pharos
0.0665542 lifeboat
0.0560873 catamaran
0.0472852 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.0300369 drilling platform, offshore rig
resnet152_v1s 0.6420261 lifeboat
0.0874910 dock, dockage, docking facility
0.0536488 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.0530122 fireboat
0.0286627 beacon, lighthouse, beacon light, pharos
resnext50_32x4d 0.2343378 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.1751438 beacon, lighthouse, beacon light, pharos
0.0791734 dock, dockage, docking facility
0.0537418 liner, ocean liner
0.0213372 container ship, containership, container vessel
resnext101_32x4d 0.4391710 drilling platform, offshore rig
0.0688623 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.0503909 beacon, lighthouse, beacon light, pharos
0.0230537 liner, ocean liner
0.0186267 container ship, containership, container vessel
resnext101_64x4d 0.1538679 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.0682765 drilling platform, offshore rig
0.0661227 beacon, lighthouse, beacon light, pharos
0.0637413 fireboat
0.0429024 liner, ocean liner
se_resnext50_32x4d 0.1261469 beacon, lighthouse, beacon light, pharos
0.1138437 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.0567448 sandbar, sand bar
0.0548189 dock, dockage, docking facility
0.0368647 drilling platform, offshore rig
se_resnext101_32x4d 0.4807236 drilling platform, offshore rig
0.0311037 beacon, lighthouse, beacon light, pharos
0.0283869 liner, ocean liner
0.0250085 lifeboat
0.0242792 breakwater, groin, groyne, mole, bulwark, seawall, jetty
se_resnext101_64x4d 0.4892049 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.1304153 beacon, lighthouse, beacon light, pharos
0.0428700 lifeboat
0.0310130 drilling platform, offshore rig
0.0167582 container ship, containership, container vessel
resnest14 0.4676793 lifeboat
0.0637489 drilling platform, offshore rig
0.0437817 liner, ocean liner
0.0277586 container ship, containership, container vessel
0.0164626 breakwater, groin, groyne, mole, bulwark, seawall, jetty
resnest26 0.2446134 lifeboat
0.1767577 liner, ocean liner
0.1365290 container ship, containership, container vessel
0.0678219 dock, dockage, docking facility
0.0492914 breakwater, groin, groyne, mole, bulwark, seawall, jetty
resnest50 0.5605062 lifeboat
0.1056664 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.0542563 drilling platform, offshore rig
0.0259242 liner, ocean liner
0.0175263 dock, dockage, docking facility
resnest101 0.6135045 lifeboat
0.1416010 beacon, lighthouse, beacon light, pharos
0.0873754 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.0122695 drilling platform, offshore rig
0.0065282 fireboat
resnest200 0.7472307 lifeboat
0.0687387 beacon, lighthouse, beacon light, pharos
0.0341304 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.0075599 fireboat
0.0058176 container ship, containership, container vessel
resnest269 0.7652729 lifeboat
0.0210087 liner, ocean liner
0.0207347 drilling platform, offshore rig
0.0199058 dock, dockage, docking facility
0.0144701 fireboat
squeezenet1.0 0.8105509 liner, ocean liner
0.0785139 drilling platform, offshore rig
0.0295157 container ship, containership, container vessel
0.0153661 dock, dockage, docking facility
0.0115070 submarine, pigboat, sub, U-boat
squeezenet1.1 0.4413090 liner, ocean liner
0.1931009 container ship, containership, container vessel
0.1459102 pirate, pirate ship
0.0937755 fireboat
0.0198681 drilling platform, offshore rig
vgg11 0.3343858 container ship, containership, container vessel
0.3068859 liner, ocean liner
0.0492899 submarine, pigboat, sub, U-boat
0.0455569 fireboat
0.0391509 lifeboat
vgg11_bn 0.7272950 container ship, containership, container vessel
0.1716907 liner, ocean liner
0.0226532 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.0206520 dock, dockage, docking facility
0.0114507 lifeboat
vgg13 0.3224940 container ship, containership, container vessel
0.2891446 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.1808189 liner, ocean liner
0.0591592 beacon, lighthouse, beacon light, pharos
0.0270378 dock, dockage, docking facility
vgg13_bn 0.3478979 container ship, containership, container vessel
0.2664563 fireboat
0.0766567 lifeboat
0.0664667 liner, ocean liner
0.0515883 submarine, pigboat, sub, U-boat
vgg16 0.2839452 liner, ocean liner
0.2079167 fireboat
0.1477824 container ship, containership, container vessel
0.0909363 lifeboat
0.0704186 dock, dockage, docking facility
vgg16_bn 0.3687423 container ship, containership, container vessel
0.3540938 liner, ocean liner
0.1349642 fireboat
0.0337694 speedboat
0.0263290 submarine, pigboat, sub, U-boat
vgg19 0.4434193 liner, ocean liner
0.1207933 container ship, containership, container vessel
0.0979090 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.0852779 drilling platform, offshore rig
0.0730739 dock, dockage, docking facility
vgg19_bn 0.5504531 fireboat
0.1722970 liner, ocean liner
0.0720538 container ship, containership, container vessel
0.0406804 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.0388017 drilling platform, offshore rig
xception 0.9181097 water bottle
0.0309580 sandbar, sand bar
0.0148073 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.0098892 seashore, coast, seacoast, sea-coast
0.0050070 lifeboat
senet_154 0.4430478 beacon, lighthouse, beacon light, pharos
0.2592156 breakwater, groin, groyne, mole, bulwark, seawall, jetty
0.0319326 lifeboat
0.0148673 seashore, coast, seacoast, sea-coast
0.0140872 submarine, pigboat, sub, U-boat

Object detection

Test image #1

Data source: Pascal VOC

Image resolution: 500 x 375

Bounding boxes (upper left and bottom right corners):
AEROPLANE (127, 62), (251, 443)

Model Python (latency mode, implementation) Python (throughput mode, implementation)
ssd_300_vgg16_atrous_voc Bounding box:
AEROPLANE (34, 98), (258, 191)
Bounding box:
AEROPLANE (34, 98), (258, 191)
ssd_512_vgg16_atrous_voc Bounding box:
AEROPLANE (52, 160), (450, 330)
Bounding box:
AEROPLANE (52, 160), (450, 330)
ssd_512_resnet50_v1_voc Bounding box:
AEROPLANE (65, 175), (435, 329)
Bounding box:
AEROPLANE (65, 175), (435, 329)
ssd_512_resnet101_v2_voc ounding box:
AEROPLANE (50, 167), (428, 336)
Bounding box:
AEROPLANE (50, 167), (428, 336)
ssd_512_mobilenet1.0_voc Bounding box:
AEROPLANE (65, 170), (422, 334)
Bounding box:
AEROPLANE (65, 170), (422, 334)
faster_rcnn_resnet50_v1b_voc Bounding box:
AEROPLANE (37, 168), (452, 329)
Bounding box:
AEROPLANE (37, 168), (452, 329)
yolo3_darknet53_voc Bounding box:
AEROPLANE (36, 103), (274, 208)
Bounding box:
AEROPLANE (36, 103), (274, 208)
yolo3_mobilenet1.0_voc Bounding box:
AEROPLANE (38, 102), (274, 208)
Bounding box:
AEROPLANE (38, 102), (274, 208)
center_net_resnet18_v1b_voc Bounding box:
AEROPLANE (70, 170), (445, 329)
Bounding box:
AEROPLANE (70, 170), (445, 329)
center_net_resnet18_v1b_dcnv2_voc Bounding box:
AEROPLANE (55, 163), (444, 337)
Bounding box:
AEROPLANE (55, 163), (444, 337)
center_net_resnet50_v1b_voc Bounding box:
AEROPLANE (51, 164), (448, 327)
Bounding box:
AEROPLANE (51, 164), (448, 327)
center_net_resnet50_v1b_dcnv2_voc Bounding box:
AEROPLANE (55, 164), (444, 335)
Bounding box:
AEROPLANE (55, 164), (444, 335)
center_net_resnet101_v1b_voc Bounding box:
AEROPLANE (48, 176), (444, 331)
Bounding box:
AEROPLANE (48, 176), (444, 331)
center_net_resnet101_v1b_dcnv2_voc Bounding box:
AEROPLANE (62, 181), (444, 334)
Bounding box:
AEROPLANE (62, 181), (444, 334)
center_net_mobilenetv3_large_duc_voc Bounding box:
AEROPLANE (44, 164), (462, 327)
Bounding box:
AEROPLANE (44, 164), (462, 327)
center_net_mobilenetv3_small_duc_voc Bounding box:
AEROPLANE (44, 159), (471, 332)
Bounding box:
AEROPLANE (44, 159), (471, 332)

Test image #2

Data source: MS COCO

Image resolution: 640 x 480

Bounding box (upper left anf bottom right corners)
TV (110, 41), (397, 304)
MOUSE (508, 337), (559, 374)
KEYBOARD (241, 342), (496, 461)
Model Python (latency mode, implementation) Python (throughput mode, implementation)
ssd_300_vgg16_atrous_coco Bounding box:
KEYBOARD (106, 214), (229, 287); TV (48, 23), (184, 184)
Bounding box:
KEYBOARD (106, 214), (229, 287); TV (48, 23), (184, 184)
ssd_512_vgg16_atrous_coco Bounding box:
KEYBOARD (187, 365), (402, 489); TV (76, 35), (308, 316); MOUSE (404, 359), (448, 397)
Bounding box:
KEYBOARD (187, 365), (402, 489); TV (76, 35), (308, 316); MOUSE (404, 359), (448, 397)
ssd_300_resnet34_v1b_coco Bounding box:
KEYBOARD (108, 213), (236, 285); TV (36, 21), (187, 180); MOUSE (238, 210), (261, 233)
Bounding box:
KEYBOARD (108, 213), (236, 285); TV (36, 21), (187, 180); MOUSE (238, 210), (261, 233)
ssd_512_resnet50_v1_coco Bounding box:
KEYBOARD (184, 366), (399, 492); TV (77, 36), (317, 327); MOUSE (407, 359), (447, 397)
Bounding box:
KEYBOARD (184, 366), (399, 492); TV (77, 36), (317, 327); MOUSE (407, 359), (447, 397)
ssd_512_mobilenet1.0_coco Bounding box:
KEYBOARD (196, 365), (394, 489); TV (76, 33), (317, 320); MOUSE (408, 359), (446, 397)
Bounding box:
KEYBOARD (196, 365), (394, 489); TV (76, 33), (317, 320); MOUSE (408, 359), (446, 397)
faster_rcnn_resnet50_v1b_coco Bounding box:
KEYBOARD (286, 566), (631, 759); TV (124, 43), (526, 513); MOUSE (634, 560), (700, 621)
Bounding box:
KEYBOARD (286, 566), (631, 759); TV (124, 43), (526, 513); MOUSE (634, 560), (700, 621)
faster_rcnn_resnet101_v1d_coco Bounding box:
KEYBOARD (286, 567), (622, 759); TV (119, 58), (493, 489); MOUSE (635, 561), (699, 620); DINING TABLE (-2, 396), (820, 783)
Bounding box:
KEYBOARD (286, 567), (622, 759); TV (119, 58), (493, 489); MOUSE (635, 561), (699, 620); DINING TABLE (-2, 396), (820, 783)
faster_rcnn_fpn_resnet50_v1b_coco Bounding box:
KEYBOARD (280, 557), (634, 769); TV (108, 52), (507, 495); MOUSE (636, 561), (699, 620)
Bounding box:
KEYBOARD (280, 557), (634, 769); TV (108, 52), (507, 495); MOUSE (636, 561), (699, 620)
faster_rcnn_fpn_resnet101_v1d_coco Bounding box:
KEYBOARD (285, 568), (623, 766); TV (130, 52), (489, 513); MOUSE (635, 563), (698, 620); DINING TABLE (30, 340), (779, 792)
Bounding box:
KEYBOARD (285, 568), (623, 766); TV (130, 52), (489, 513); MOUSE (635, 563), (698, 620); DINING TABLE (30, 340), (779, 792)
faster_rcnn_fpn_bn_resnet50_v1b_coco ValueError: "faster_rcnn_fpn_bn_resnet50_v1b_coco" is not among the following model list ValueError: "faster_rcnn_fpn_bn_resnet50_v1b_coco" is not among the following model list
faster_rcnn_fpn_syncbn_resnest50_coco Bounding box:
KEYBOARD (290, 568), (627, 771); TV (133, 66), (493, 488); MOUSE (634, 560), (700, 621)
Bounding box:
KEYBOARD (290, 568), (627, 771); TV (133, 66), (493, 488); MOUSE (634, 560), (700, 621)
faster_rcnn_fpn_syncbn_resnest101_coco Bounding box:
KEYBOARD (292, 570), (625, 768); TV (141, 62), (493, 492); MOUSE (634, 562), (698, 619)
Bounding box:
KEYBOARD (292, 570), (625, 768); TV (141, 62), (493, 492); MOUSE (634, 562), (698, 619)
faster_rcnn_fpn_syncbn_resnest269_coco Bounding box:
KEYBOARD (289, 569), (630, 768); TV (119, 61), (496, 493); MOUSE (634, 561), (699, 620)
Bounding box:
KEYBOARD (289, 569), (630, 768); TV (119, 61), (496, 493); MOUSE (634, 561), (699, 620)
yolo3_darknet53_coco Bounding box:
KEYBOARD (117, 227), (248, 304); TV (47, 23), (195, 196); MOUSE (254, 223), (279, 248)
Bounding box:
KEYBOARD (117, 227), (248, 304); TV (47, 23), (195, 196); MOUSE (254, 223), (279, 248)
yolo3_mobilenet1.0_coco Bounding box:
KEYBOARD (119, 225), (239, 304); TV (25, 19), (205, 196); MOUSE (252, 223), (278, 247)
Bounding box:
KEYBOARD (119, 225), (239, 304); TV (25, 19), (205, 196); MOUSE (252, 223), (278, 247)
center_net_resnet18_v1b_coco Bounding box:
KEYBOARD (187, 356), (401, 495); TV (96, 42), (307, 320); MOUSE (407, 360), (449, 395)
Bounding box:
KEYBOARD (187, 356), (401, 495); TV (96, 42), (307, 320); MOUSE (407, 360), (449, 395)
center_net_resnet18_v1b_dcnv2_coco Bounding box:
KEYBOARD (182, 362), (405, 490); TV (91, 23), (311, 324); MOUSE (406, 358), (448, 398)
Bounding box:
KEYBOARD (182, 362), (405, 490); TV (91, 23), (311, 324); MOUSE (406, 358), (448, 398)
center_net_resnet50_v1b_coco Bounding box:
KEYBOARD (185, 363), (401, 489); TV (85, 42), (311, 320); MOUSE (405, 358), (446, 397)
Bounding box:
KEYBOARD (185, 363), (401, 489); TV (85, 42), (311, 320); MOUSE (405, 358), (446, 397)
center_net_resnet50_v1b_dcnv2_coco Bounding box:
KEYBOARD (182, 363), (404, 488); TV (88, 34), (315, 321); MOUSE (405, 359), (448, 396)
Bounding box:
KEYBOARD (182, 363), (404, 488); TV (88, 34), (315, 321); MOUSE (405, 359), (448, 396)
center_net_resnet101_v1b_coco Bounding box:
KEYBOARD (184, 364), (401, 488); TV (87, 40), (316, 323); MOUSE (406, 359), (447, 395)
Bounding box:
KEYBOARD (184, 364), (401, 488); TV (87, 40), (316, 323); MOUSE (406, 359), (447, 395)
center_net_resnet101_v1b_dcnv2_coco Bounding box:
KEYBOARD (183, 362), (403, 496); TV (92, 43), (311, 328); MOUSE (406, 359), (445, 397)
Bounding box:
KEYBOARD (183, 362), (403, 496); TV (92, 43), (311, 328); MOUSE (406, 359), (445, 397)
center_net_mobilenetv3_large_duc_coco Bounding box:
KEYBOARD (188, 369), (400, 491); MOUSE (406, 358), (448, 396)
Bounding box:
KEYBOARD (188, 369), (400, 491); MOUSE (406, 358), (448, 396)
center_net_mobilenetv3_small_duc_coco Bounding box:
MOUSE (405, 361), (446, 395)
Bounding box:
MOUSE (405, 361), (446, 395)

Semantic segmentation

Test image #1

Data source: pascal_voc

Image resolution: 500 x 375 

Segmented images are identical.

Model Python (latency mode, implementation) Python (throughput mode, implementation)
fcn_resnet101_voc

Test image #2

Data source: Cityscapes

Image resolution: 2048 x 1024 

Segmented images are identical.

Model Python (latency mode, implementation) Python (throughput mode, implementation)
danet_resnet50_citys
danet_resnet101_citys

Test image #3

Data source: MS COCO

Image resolution: 640 x 480

Segmented images are identical.

Model Python (latency mode, implementation) Python (throughput mode, implementation)
fcn_resnet101_coco