Complete information about the supported classification models is available here.
Notes:
- For all classification models input shape BxCxHxW, where B is a batch size, C is an image number of channels, H is an image height, W is an image width. W=H=224 except inception_v3, for this model W=H=299.
- Values of mean and standard deviation parameters used for model validation are represented for each image.
- The C++ API results are not normalized to [0, 1] as probabilities because the C++ API does not apply Softmax to the output like Python API.
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 | C++ API |
|---|---|---|
| alexnet | 0.4499779 Granny Smith 0.0933098 dumbbell 0.0876729 ocarina, sweet potato 0.0628701 hair slide 0.0484683 bottlecap |
14.5664130 Granny Smith 12.9931420 dumbbell 12.9308280 ocarina, sweet potato 12.5982870 hair slide 12.3381250 bottlecap |
| densenet121 | 0.9523344 Granny Smith 0.0132273 orange 0.0125171 lemon 0.0027910 banana 0.0020333 piggy bank, penny bank |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| densenet161 | 0.9372966 Granny Smith 0.0082274 dumbbell 0.0056475 piggy bank, penny bank 0.0055374 ping-pong ball 0.0041915 pitcher, ewer |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| densenet169 | 0.9523344 Granny Smith 0.0132273 orange 0.0125171 lemon 0.0027910 banana 0.0020333 piggy bank, penny bank |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| densenet201 | 0.9119796 Granny Smith 0.0533455 piggy bank, penny bank 0.0056832 lemon 0.0017810 pool table, billiard table, snooker table 0.0015689 tennis ball |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| googlenet | 0.5432544 Granny Smith 0.1103975 piggy bank, penny bank 0.0232569 vase 0.0213901 pitcher, ewer 0.0196196 bell pepper |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| inception_v3 | 0.9999496 Granny Smith 0.0000175 piggy bank, penny bank 0.0000171 pomegranate 0.0000016 whiskey jug 0.0000011 water jug |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| mnasnet0_5 | 0.0728453 Granny Smith 0.0632434 piggy bank, penny bank 0.0314232 pitcher, ewer 0.0235659 safety pin 0.0232115 saltshaker, salt shaker |
5.3945480 Granny Smith 5.2532000 piggy bank, penny bank 4.5537530 pitcher, ewer 4.2660080 safety pin 4.2508570 saltshaker, salt shaker |
| mnasnet0_75 | 0.1419373 Granny Smith 0.0228578 lemon 0.0172555 piggy bank, penny bank 0.0164039 orange 0.0098360 dumbbell |
5.3686600 Granny Smith 3.5425680 lemon 3.2614010 piggy bank, penny bank 3.2107930 orange 2.6993230 dumbbell |
| mnasnet1_0 | 0.1931600 Granny Smith 0.1841204 lemon 0.1414814 piggy bank, penny bank 0.0808636 teapot 0.0785343 orange |
12.1106080 Granny Smith 12.0626720 lemon 11.7992570 piggy bank, penny bank 11.2398550 teapot 11.2106190 orange |
| mnasnet1_3 | 0.2819200 Granny Smith 0.0192138 piggy bank, penny bank 0.0092013 lemon 0.0071209 tennis ball 0.0066861 orange |
6.1237430 Granny Smith 3.4377430 piggy bank, penny bank 2.7014620 lemon 2.4451560 tennis ball 2.3821460 orange |
| mobilenet_v2 | 0.5066760 Granny Smith 0.0543401 pitcher, ewer 0.0461567 saltshaker, salt shaker 0.0433900 lemon 0.0314979 vase |
10.4126500 Granny Smith 8.1800400 pitcher, ewer 8.0168160 saltshaker, salt shaker 7.9550080 lemon 7.6347000 vase |
| resnext50_32x4d | 0.9059284 Granny Smith 0.0208117 lemon 0.0138094 orange 0.0067536 banana 0.0038122 piggy bank, penny bank |
11.2429870 Granny Smith 7.4695410 lemon 7.0593780 orange 6.3441080 banana 5.7722250 piggy bank, penny bank |
| resnext101_32x8d | 0.4214238 Granny Smith 0.1213467 piggy bank, penny bank 0.0461432 lemon 0.0443953 orange 0.0392590 vase |
9.4244380 Granny Smith 8.1794540 piggy bank, penny bank 7.2125510 lemon 7.1739330 orange 7.0509790 vase |
| resnet18 | 0.1507515 safety pin 0.1102253 piggy bank, penny bank 0.0657376 purse 0.0558254 teapot 0.0341885 hair slide |
7.7024340 safety pin 7.3893270 piggy bank, penny bank 6.8724730 purse 6.7090290 teapot 6.2186880 hair slide |
| resnet34 | 0.9595408 Granny Smith 0.0054884 banana 0.0043731 orange 0.0035087 piggy bank, penny bank 0.0025556 lemon |
13.2257930 Granny Smith 8.0619770 banana 7.8348230 orange 7.6145840 piggy bank, penny bank 7.2976480 lemon |
| resnet50 | 0.9278085 Granny Smith 0.0129410 orange 0.0059573 lemon 0.0042141 necklace 0.0025712 banana |
11.9825870 Granny Smith 7.7101680 orange 6.9343900 lemon 6.5882000 necklace 6.0941300 banana |
| resnet101 | 0.9483170 Granny Smith 0.0055002 hay 0.0050311 orange 0.0020548 syringe 0.0018223 pitcher, ewer |
12.8325050 Granny Smith 7.6826020 hay 7.5934530 orange 6.6980180 syringe 6.5779190 pitcher, ewer |
| resnet152 | 0.8913258 Granny Smith 0.0149238 piggy bank, penny bank 0.0058584 hook, claw 0.0057759 saltshaker, salt shaker 0.0044805 analog clock |
11.4702230 Granny Smith 7.3804660 piggy bank, penny bank 6.4453740 hook, claw 6.4311990 saltshaker, salt shaker 6.1772530 analog clock |
| shufflenet_v2_x0_5 | 0.1090845 vase 0.1067461 piggy bank, penny bank 0.1048482 saltshaker, salt shaker 0.0685889 lemon 0.0643356 pitcher, ewer |
6.2668460 vase 6.2451740 piggy bank, penny bank 6.2272370 saltshaker, salt shaker 5.8028540 lemon 5.7388350 pitcher, ewer |
| shufflenet_v2_x1_0 | 0.2771632 Granny Smith 0.1798794 safety pin 0.0308319 warplane, military plane 0.0300632 hair slide 0.0290498 piggy bank, penny bank |
7.6812830 Granny Smith 7.2489590 safety pin 5.4852240 warplane, military plane 5.4599800 hair slide 5.4256830 piggy bank, penny bank |
| shufflenet_v2_x1_5 | 0.3420659 Granny Smith 0.0544274 lemon 0.0335732 orange 0.0223579 piggy bank, penny bank 0.0180992 pomegranate |
6.6509030 Granny Smith 4.8127690 lemon 4.3296270 orange 3.9230760 piggy bank, penny bank 3.7117650 pomegranate |
| shufflenet_v2_x2_0 | 0.7161155 Granny Smith 0.0284324 orange 0.0277892 lemon 0.0249504 piggy bank, penny bank 0.0099330 saltshaker, salt shaker |
8.4996440 Granny Smith 5.2733260 orange 5.2504480 lemon 5.1426870 piggy bank, penny bank 4.2216610 saltshaker, salt shaker |
| squeezenet1_0 | 0.3275049 piggy bank, penny bank 0.1791330 dumbbell 0.1542633 Granny Smith 0.0912989 water bottle 0.0385818 rubber eraser, rubber, pencil eraser |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| squeezenet1_1 | 0.5895362 piggy bank, penny bank 0.0677936 Granny Smith 0.0610653 necklace 0.0610450 lemon 0.0490913 bucket, pail |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| vgg11 | 0.3721458 piggy bank, penny bank 0.2952032 Granny Smith 0.1076759 tennis ball 0.0314685 soap dispenser 0.0285692 dumbbell |
12.5590670 piggy bank, penny bank 12.3274440 Granny Smith 11.3189060 tennis ball 10.0887700 soap dispenser 9.9921100 dumbbell |
| vgg11_bn | 0.5464042 Granny Smith 0.2313125 dumbbell 0.0658235 piggy bank, penny bank 0.0269569 tennis ball 0.0218533 teapot |
13.9052030 Granny Smith 13.0456140 dumbbell 11.7888170 piggy bank, penny bank 10.8960810 tennis ball 10.6861930 teapot |
| vgg13 | 0.4068233 Granny Smith 0.2272189 dumbbell 0.0475026 necklace 0.0303710 maraca 0.0250665 teapot |
11.5165140 Granny Smith 10.9340460 dumbbell 9.3689160 necklace 8.9216200 maraca 8.7296620 teapot |
| vgg13_bn | 0.9389400 Granny Smith 0.0383619 tennis ball 0.0069443 lemon 0.0039320 orange 0.0013574 banana |
15.0678440 Granny Smith 11.8701570 tennis ball 10.1610110 lemon 9.5922360 orange 8.5286870 banana |
| vgg16 | 0.2294290 Granny Smith 0.2084264 tennis ball 0.0561063 necklace 0.0523627 piggy bank, penny bank 0.0300660 pencil box, pencil case |
9.8998630 Granny Smith 9.8038560 tennis ball 8.4915180 necklace 8.4224630 piggy bank, penny bank 7.8676650 pencil box, pencil case |
| vgg16_bn | 0.3850222 Granny Smith 0.0595219 dumbbell 0.0565265 pencil box, pencil case 0.0528648 tennis ball 0.0333556 piggy bank, penny bank |
10.5415590 Granny Smith 8.6746060 dumbbell 8.6229710 pencil box, pencil case 8.5559950 tennis ball 8.0954850 piggy bank, penny bank |
| vgg19 | 0.4694367 Granny Smith 0.1882819 tennis ball 0.0588473 acorn 0.0566673 lemon 0.0416055 piggy bank, penny bank |
11.2509700 Granny Smith 10.3373780 tennis ball 9.1743850 acorn 9.1366360 lemon 8.8276690 piggy bank, penny bank |
| vgg19_bn | 0.8778616 Granny Smith 0.0404896 lemon 0.0315287 orange 0.0050720 soap dispenser 0.0047691 piggy bank, penny bank |
14.3260380 Granny Smith 11.2495990 lemon 10.9994490 orange 9.1722870 soap dispenser 9.1107070 piggy bank, penny bank |
| wide_resnet50_2 | 0.8607227 Granny Smith 0.0346713 piggy bank, penny bank 0.0130316 abacus 0.0083917 necklace 0.0075835 spindle |
11.6282220 Granny Smith 8.4163520 piggy bank, penny bank 7.4378190 abacus 6.9976810 necklace 6.8964190 spindle |
| wide_resnet101_2 | 0.5728682 Granny Smith 0.0822066 piggy bank, penny bank 0.0709140 tennis ball 0.0597228 golf ball 0.0115059 goblet |
10.0981940 Granny Smith 8.1567670 piggy bank, penny bank 8.0089910 tennis ball 7.8372460 golf ball 6.1903960 goblet |
Data source: ImageNet
Image resolution: 500 x 500
Mean: [0.485, 0.456, 0.406]
Standard deviation: [0.229, 0.224, 0.225]
| Model | Python API | C++ API |
|---|---|---|
| alexnet | 0.9947648 junco, snowbird 0.0043087 chickadee 0.0002780 water ouzel, dipper 0.0002770 bulbul 0.0001244 brambling, Fringilla montifringilla |
25.8981840 junco, snowbird 20.4563180 chickadee 17.7155760 water ouzel, dipper 17.7121070 bulbul 16.9112110 brambling, Fringilla montifringilla |
| densenet121 | 0.9841599 junco, snowbird 0.0072199 chickadee 0.0034963 brambling, Fringilla montifringilla 0.0016226 water ouzel, dipper 0.0012858 indigo bunting, indigo finch, indigo bird, Passerina cyanea |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| 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 |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| densenet169 | 0.9640695 junco, snowbird 0.0201315 brambling, Fringilla montifringilla 0.0044098 chickadee 0.0032345 goldfinch, Carduelis carduelis 0.0026739 water ouzel, dipper |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| densenet201 | 0.9515251 junco, snowbird 0.0178251 water ouzel, dipper 0.0109119 brambling, Fringilla montifringilla 0.0077980 house finch, linnet, Carpodacus mexicanus 0.0044695 chickadee |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| googlenet | 0.6461046 junco, snowbird 0.0772564 chickadee 0.0468783 brambling, Fringilla montifringilla 0.0295898 goldfinch, Carduelis carduelis 0.0123323 house finch, linnet, Carpodacus mexicanus |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| inception_v3 | 0.9999989 junco, snowbird 0.0000001 iron, smoothing iron 0.0000001 cleaver, meat cleaver, chopper 0.0000000 water ouzel, dipper 0.0000000 chickadee |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| mnasnet0_5 | 0.9237853 junco, snowbird 0.0206866 chickadee 0.0049339 brambling, Fringilla montifringilla 0.0039299 water ouzel, dipper 0.0029348 jay |
10.5172150 junco, snowbird 6.7182240 chickadee 5.2848650 brambling, Fringilla montifringilla 5.0573580 water ouzel, dipper 4.7653830 jay |
| mnasnet0_75 | 0.1342174 junco, snowbird 0.0332264 goldfinch, Carduelis carduelis 0.0287836 brambling, Fringilla montifringilla 0.0138830 chickadee 0.0116728 indigo bunting, indigo finch, indigo bird, Passerina cyanea |
5.2218080 junco, snowbird 3.8256890 goldfinch, Carduelis carduelis 3.6821530 brambling, Fringilla montifringilla 2.9530110 chickadee 2.7796100 indigo bunting, indigo finch, indigo bird, Passerina cyanea |
| mnasnet1_0 | 0.9980335 junco, snowbird 0.0013290 brambling, Fringilla montifringilla 0.0004499 water ouzel, dipper 0.0001339 chickadee 0.0000133 goldfinch, Carduelis carduelis |
24.1265910 junco, snowbird 17.5052450 brambling, Fringilla montifringilla 16.4221130 water ouzel, dipper 15.2098100 chickadee 12.8984810 goldfinch, Carduelis carduelis |
| mnasnet1_3 | 0.3347574 junco, snowbird 0.0074588 chickadee 0.0058638 brambling, Fringilla montifringilla 0.0055867 water ouzel, dipper 0.0047144 indigo bunting, indigo finch, indigo bird, Passerina cyanea |
6.3050700 junco, snowbird 2.5010510 chickadee 2.2604650 brambling, Fringilla montifringilla 2.2120570 water ouzel, dipper 2.0422840 indigo bunting, indigo finch, indigo bird, Passerina cyanea |
| mobilenet_v2 | 0.9989253 junco, snowbird 0.0004260 water ouzel, dipper 0.0004213 chickadee 0.0001264 brambling, Fringilla montifringilla 0.0000537 goldfinch, Carduelis carduelis |
23.6532100 junco, snowbird 15.8931840 water ouzel, dipper 15.8822020 chickadee 14.6785620 brambling, Fringilla montifringilla 13.8223990 goldfinch, Carduelis carduelis |
| resnext50_32x4d | 0.9919545 junco, snowbird 0.0036273 brambling, Fringilla montifringilla 0.0016091 goldfinch, Carduelis carduelis 0.0015197 chickadee 0.0004831 water ouzel, dipper |
16.8311810 junco, snowbird 11.2199920 brambling, Fringilla montifringilla 10.4071990 goldfinch, Carduelis carduelis 10.3500390 chickadee 9.2039630 water ouzel, dipper |
| resnext101_32x8d | 0.9755010 junco, snowbird 0.0071145 water ouzel, dipper 0.0047595 brambling, Fringilla montifringilla 0.0021230 chickadee 0.0009639 red-backed sandpiper, dunlin, Erolia alpina |
12.9099630 junco, snowbird 7.9891420 water ouzel, dipper 7.5871630 brambling, Fringilla montifringilla 6.7798320 chickadee 5.9902750 red-backed sandpiper, dunlin, Erolia alpina |
| resnet18 | 0.9991090 junco, snowbird 0.0005329 chickadee 0.0002098 water ouzel, dipper 0.0000690 bulbul 0.0000579 brambling, Fringilla montifringilla |
25.5494040 junco, snowbird 18.0132050 chickadee 17.0810180 water ouzel, dipper 15.9683600 bulbul 15.7928350 brambling, Fringilla montifringilla |
| resnet34 | 0.9923642 junco, snowbird 0.0043307 chickadee 0.0011341 water ouzel, dipper 0.0005041 brambling, Fringilla montifringilla 0.0004572 goldfinch, Carduelis carduelis |
17.8635140 junco, snowbird 12.4291580 chickadee 11.0892840 water ouzel, dipper 10.2784880 brambling, Fringilla montifringilla 10.1806870 goldfinch, Carduelis carduelis |
| resnet50 | 0.9805019 junco, snowbird 0.0049154 goldfinch, Carduelis carduelis 0.0039196 chickadee 0.0038097 water ouzel, dipper 0.0028983 brambling, Fringilla montifringilla |
16.2264190 junco, snowbird 10.9307210 goldfinch, Carduelis carduelis 10.7043420 chickadee 10.6759030 water ouzel, dipper 10.4024810 brambling, Fringilla montifringilla |
| resnet101 | 0.9986678 junco, snowbird 0.0004156 chickadee 0.0002674 goldfinch, Carduelis carduelis 0.0001532 brambling, Fringilla montifringilla 0.0001518 water ouzel, dipper |
18.6738070 junco, snowbird 10.8893600 chickadee 10.4484700 goldfinch, Carduelis carduelis 9.8915200 brambling, Fringilla montifringilla 9.8819170 water ouzel, dipper |
| resnet152 | 0.9983380 junco, snowbird 0.0009362 water ouzel, dipper 0.0003330 brambling, Fringilla montifringilla 0.0001030 goldfinch, Carduelis carduelis 0.0000701 house finch, linnet, Carpodacus mexicanus |
118.9444540 junco, snowbird 11.9724870 water ouzel, dipper 10.9388890 brambling, Fringilla montifringilla 9.7651980 goldfinch, Carduelis carduelis 9.3798270 house finch, linnet, Carpodacus mexicanus |
| shufflenet_v2_x0_5 | 0.9972883 junco, snowbird 0.0010430 goldfinch, Carduelis carduelis 0.0004120 brambling, Fringilla montifringilla 0.0003422 jay 0.0001990 chickadee |
17.8357830 junco, snowbird 10.9728660 goldfinch, Carduelis carduelis 10.0440270 brambling, Fringilla montifringilla 9.8583260 jay 9.3163360 chickadee |
| shufflenet_v2_x1_0 | 0.9997568 junco, snowbird 0.0001209 damselfly 0.0000400 chickadee 0.0000233 water ouzel, dipper 0.0000091 dragonfly, darning needle, devil's darning needle, sewing needle, snake feeder, snake doctor, mosquito hawk, skeeter hawk |
20.8950860 junco, snowbird 11.8746230 damselfly 10.7692390 chickadee 10.2284450 water ouzel, dipper 9.2827310 dragonfly, darning needle, devil's darning needle, sewing needle, snake feeder, snake doctor, mosquito hawk, skeeter hawk |
| shufflenet_v2_x1_5 | 0.3117434 junco, snowbird 0.0404440 brambling, Fringilla montifringilla 0.0254127 chickadee 0.0110461 water ouzel, dipper 0.0090534 goldfinch, Carduelis carduelis |
6.2960400 junco, snowbird 4.2537790 brambling, Fringilla montifringilla 3.7891090 chickadee 2.9559330 water ouzel, dipper 2.7569980 goldfinch, Carduelis carduelis |
| shufflenet_v2_x2_0 | 0.3471888 junco, snowbird 0.0091527 chickadee 0.0086562 bulbul 0.0055233 brambling, Fringilla montifringilla 0.0050128 water ouzel, dipper |
6.3288300 junco, snowbird 2.6930150 chickadee 2.6372380 bulbul 2.1879380 brambling, Fringilla montifringilla 2.0909670 water ouzel, dipper |
| squeezenet1_0 | 0.9904412 junco, snowbird 0.0045286 chickadee 0.0040343 brambling, Fringilla montifringilla 0.0003414 water ouzel, dipper 0.0002521 house finch, linnet, Carpodacus mexicanus |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| squeezenet1_1 | 0.9614578 junco, snowbird 0.0250983 chickadee 0.0040701 brambling, Fringilla montifringilla 0.0035156 goldfinch, Carduelis carduelis 0.0030858 ruffed grouse, partridge, Bonasa umbellus |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| vgg11 | 0.9998955 junco, snowbird 0.0000967 chickadee 0.0000043 brambling, Fringilla montifringilla 0.0000023 water ouzel, dipper 0.0000006 bulbul |
38.4327320 junco, snowbird 29.1894440 chickadee 26.0742780 brambling, Fringilla montifringilla 25.4409960 water ouzel, dipper 24.0254650 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 |
33.6503910 junco, snowbird 25.3408810 brambling, Fringilla montifringilla 25.2857550 chickadee 22.4011420 water ouzel, dipper 22.1395020 goldfinch, Carduelis carduelis |
| vgg13 | 0.9359031 junco, snowbird 0.0610291 chickadee 0.0012531 brambling, Fringilla montifringilla 0.0012155 water ouzel, dipper 0.0002740 bulbul |
29.6161540 junco, snowbird 26.8859960 chickadee 23.0002860 brambling, Fringilla montifringilla 22.9698310 water ouzel, dipper 21.4800130 bulbul |
| vgg13_bn | 0.9927478 junco, snowbird 0.0041162 chickadee 0.0028725 brambling, Fringilla montifringilla 0.0000676 goldfinch, Carduelis carduelis 0.0000641 house finch, linnet, Carpodacus mexicanus |
28.2905500 junco, snowbird 22.8050080 chickadee 22.4452500 brambling, Fringilla montifringilla 18.6957530 goldfinch, Carduelis carduelis 18.6430450 house finch, linnet, Carpodacus mexicanus |
| vgg16 | 0.9991580 junco, snowbird 0.0007120 chickadee 0.0000800 water ouzel, dipper 0.0000323 brambling, Fringilla montifringilla 0.0000049 house finch, linnet, Carpodacus mexicanus |
33.1088680 junco, snowbird 25.8623010 chickadee 23.6766470 water ouzel, dipper 22.7687450 brambling, Fringilla montifringilla 20.8784940 house finch, linnet, Carpodacus mexicanus |
| vgg16_bn | 0.9920998 junco, snowbird 0.0066640 chickadee 0.0004240 jay 0.0003181 water ouzel, dipper 0.0001396 brambling, Fringilla montifringilla |
26.8647310 junco, snowbird 21.8616200 chickadee 19.1068170 jay 18.8194520 water ouzel, dipper 17.9960580 brambling, Fringilla montifringilla |
| vgg19 | 0.9994042 junco, snowbird 0.0003172 brambling, Fringilla montifringilla 0.0001609 chickadee 0.0000671 water ouzel, dipper 0.0000236 goldfinch, Carduelis carduelis |
331.9875450 junco, snowbird 23.9321060 brambling, Fringilla montifringilla 23.2532420 chickadee 22.3790450 water ouzel, dipper 21.3322200 goldfinch, Carduelis carduelis |
| vgg19_bn | 0.9999533 junco, snowbird 0.0000318 chickadee 0.0000074 brambling, Fringilla montifringilla 0.0000030 water ouzel, dipper 0.0000021 house finch, linnet, Carpodacus mexicanus |
31.5074140 junco, snowbird 21.1503940 chickadee 19.6901320 brambling, Fringilla montifringilla 18.8061660 water ouzel, dipper 18.4323980 house finch, linnet, Carpodacus mexicanus |
| wide_resnet50_2 | 0.9617861 junco, snowbird 0.0119062 water ouzel, dipper 0.0064385 chickadee 0.0044642 brambling, Fringilla montifringilla 0.0019096 bulbul |
12.6014040 junco, snowbird 8.2096630 water ouzel, dipper 7.5949040 chickadee 7.2287070 brambling, Fringilla montifringilla 6.3794880 bulbul |
| wide_resnet101_2 | 0.9748272 junco, snowbird 0.0074479 water ouzel, dipper 0.0047218 chickadee 0.0023339 brambling, Fringilla montifringilla 0.0022661 goldfinch, Carduelis carduelis |
13.1054370 junco, snowbird 8.2311180 water ouzel, dipper 7.7753780 chickadee 7.0707280 brambling, Fringilla montifringilla 7.0412510 goldfinch, Carduelis carduelis |
Data source: ImageNet
Image resolution: 333 x 500
Mean: [0.485, 0.456, 0.406]
Standard deviation: [0.229, 0.224, 0.225]
| Model | Python API | C++ API |
|---|---|---|
| alexnet | 0.3216888 container ship, containership, container vessel 0.1360615 drilling platform, offshore rig 0.1140690 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.1057476 beacon, lighthouse, beacon light, pharos 0.0471225 liner, ocean liner |
15.0291600 container ship, containership, container vessel 14.1686840 drilling platform, offshore rig 13.9923790 breakwater, groin, groyne, mole, bulwark, seawall, jetty 13.9166300 beacon, lighthouse, beacon light, pharos 13.1083240 liner, ocean liner |
| densenet121 | 0.3022412 liner, ocean liner 0.1322481 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.1194608 container ship, containership, container vessel 0.0795042 drilling platform, offshore rig 0.0723068 dock, dockage, docking facility |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| densenet161 | 0.4418393 lifeboat 0.1824290 liner, ocean liner 0.0596464 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0325273 submarine, pigboat, sub, U-boat 0.0298845 dock, dockage, docking facility |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| densenet169 | 0.2955876 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.2342377 drilling platform, offshore rig 0.0940930 liner, ocean liner 0.0876009 container ship, containership, container vessel 0.0717737 dock, dockage, docking facility |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| densenet201 | 0.5008168 fireboat 0.0950198 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0701648 lifeboat 0.0622605 liner, ocean liner 0.0582345 container ship, containership, container vessel |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| googlenet | 0.1323652 liner, ocean liner 0.0796395 drilling platform, offshore rig 0.0678082 container ship, containership, container vessel 0.0585721 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0366881 fireboat |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| inception_v3 | 0.3510072 drilling platform, offshore rig 0.3065925 beacon, lighthouse, beacon light, pharos 0.1853052 submarine, pigboat, sub, U-boat 0.0660644 wreck 0.0121473 space shuttle |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| mnasnet0_5 | 0.0854459 drilling platform, offshore rig 0.0850178 liner, ocean liner 0.0445188 container ship, containership, container vessel 0.0357058 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0247475 aircraft carrier, carrier, flattop, attack aircraft carrier |
5.3057640 drilling platform, offshore rig 5.3007340 liner, ocean liner 4.6537830 container ship, containership, container vessel 4.4331870 breakwater, groin, groyne, mole, bulwark, seawall, jetty 4.0666010 aircraft carrier, carrier, flattop, attack aircraft carrier |
| mnasnet0_75 | 0.0212122 aircraft carrier, carrier, flattop, attack aircraft carrier 0.0189475 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0135526 beacon, lighthouse, beacon light, pharos 0.0114984 submarine, pigboat, sub, U-boat 0.0114306 liner, ocean liner |
3.2992830 aircraft carrier, carrier, flattop, attack aircraft carrier 3.1863800 breakwater, groin, groyne, mole, bulwark, seawall, jetty 2.8512860 beacon, lighthouse, beacon light, pharos 2.6869100 submarine, pigboat, sub, U-boat 2.6810000 liner, ocean liner |
| mnasnet1_0 | 0.2078572 container ship, containership, container vessel 0.1769478 dock, dockage, docking facility 0.1064179 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0966766 liner, ocean liner 0.0637138 lifeboat |
11.4612630 container ship, containership, container vessel 11.3002670 dock, dockage, docking facility 10.7917840 breakwater, groin, groyne, mole, bulwark, seawall, jetty 10.6957840 liner, ocean liner 10.2788180 lifeboat |
| mnasnet1_3 | 0.0924414 lifeboat 0.0341632 container ship, containership, container vessel 0.0281921 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0210488 liner, ocean liner 0.0208530 beacon, lighthouse, beacon light, pharos |
4.9012140 lifeboat 3.9057920 container ship, containership, container vessel 3.7136820 breakwater, groin, groyne, mole, bulwark, seawall, jetty 3.4214860 liner, ocean liner 3.4121390 beacon, lighthouse, beacon light, pharos |
| mobilenet_v2 | 0.3933903 container ship, containership, container vessel 0.2136005 liner, ocean liner 0.0991812 beacon, lighthouse, beacon light, pharos 0.0715421 drilling platform, offshore rig 0.0498366 breakwater, groin, groyne, mole, bulwark, seawall, jetty |
13.0873350 container ship, containership, container vessel 12.4766400 liner, ocean liner 11.7094760 beacon, lighthouse, beacon light, pharos 11.3828140 drilling platform, offshore rig 11.0212760 breakwater, groin, groyne, mole, bulwark, seawall, jetty |
| resnext50_32x4d | 0.3138136 liner, ocean liner 0.1791683 catamaran 0.0695947 drilling platform, offshore rig 0.0535790 dock, dockage, docking facility 0.0486278 breakwater, groin, groyne, mole, bulwark, seawall, jetty |
8.5455180 liner, ocean liner 7.9850420 catamaran 7.0394060 drilling platform, offshore rig 6.7778770 dock, dockage, docking facility 6.6809140 breakwater, groin, groyne, mole, bulwark, seawall, jetty |
| resnext101_32x8d | 0.2383151 beacon, lighthouse, beacon light, pharos 0.2232965 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.1179476 water bottle 0.0526662 drilling platform, offshore rig 0.0363510 liner, ocean liner |
8.4434870 beacon, lighthouse, beacon light, pharos 8.3783830 breakwater, groin, groyne, mole, bulwark, seawall, jetty 7.7401290 water bottle 6.9338650 drilling platform, offshore rig 6.5631090 liner, ocean liner |
| resnet18 | 0.1980100 liner, ocean liner 0.1092247 submarine, pigboat, sub, U-boat 0.1024882 container ship, containership, container vessel 0.1021967 drilling platform, offshore rig 0.0800809 breakwater, groin, groyne, mole, bulwark, seawall, jetty |
8.3905680 liner, ocean liner 7.7956570 submarine, pigboat, sub, U-boat 7.7319980 container ship, containership, container vessel 7.7291530 drilling platform, offshore rig 7.4852900 breakwater, groin, groyne, mole, bulwark, seawall, jetty |
| resnet34 | 0.2605784 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.1120401 fireboat 0.1080514 liner, ocean liner 0.0992261 pirate, pirate ship 0.0759654 container ship, containership, container vessel |
9.1507230 breakwater, groin, groyne, mole, bulwark, seawall, jetty 8.3066770 fireboat 8.2704270 liner, ocean liner 8.1852210 pirate, pirate ship 7.9180990 container ship, containership, container vessel |
| resnet50 | 0.4759621 liner, ocean liner 0.1025401 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0690000 container ship, containership, container vessel 0.0524496 dock, dockage, docking facility 0.0473781 pirate, pirate ship |
10.1021610 liner, ocean liner 8.5670710 breakwater, groin, groyne, mole, bulwark, seawall, jetty 8.1709290 container ship, containership, container vessel 7.8966680 dock, dockage, docking facility 7.7949830 pirate, pirate ship |
| resnet101 | 0.8149654 drilling platform, offshore rig 0.0403631 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0207643 beacon, lighthouse, beacon light, pharos 0.0188019 container ship, containership, container vessel 0.0160020 liner, ocean liner |
12.2316420 drilling platform, offshore rig 9.2264070 breakwater, groin, groyne, mole, bulwark, seawall, jetty 8.5617230 beacon, lighthouse, beacon light, pharos 8.4624490 container ship, containership, container vessel 8.3012060 liner, ocean liner |
| resnet152 | 0.3274736 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.2284682 liner, ocean liner 0.0779443 lifeboat 0.0710691 beacon, lighthouse, beacon light, pharos 0.0688560 container ship, containership, container vessel |
9.6233270 breakwater, groin, groyne, mole, bulwark, seawall, jetty 9.2633150 liner, ocean liner 8.1879120 lifeboat 8.0955720 beacon, lighthouse, beacon light, pharos 8.0639400 container ship, containership, container vessel |
| shufflenet_v2_x0_5 | 0.2142884 agama 0.0945462 water bottle 0.0885760 jay 0.0579272 liner, ocean liner 0.0566052 breakwater, groin, groyne, mole, bulwark, seawall, jetty |
7.6738040 agama 6.8555750 water bottle 6.7903390 jay 6.3656750 liner, ocean liner 6.3425900 breakwater, groin, groyne, mole, bulwark, seawall, jetty |
| shufflenet_v2_x1_0 | 0.3391730 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.1130056 beacon, lighthouse, beacon light, pharos 0.0324217 liner, ocean liner 0.0203185 terrapin 0.0181812 drilling platform, offshore rig |
8.0614450 breakwater, groin, groyne, mole, bulwark, seawall, jetty 6.9623750 beacon, lighthouse, beacon light, pharos 5.7137640 liner, ocean liner 5.2464710 terrapin 5.1353240 drilling platform, offshore rig |
| shufflenet_v2_x1_5 | 0.0450035 pirate, pirate ship 0.0366058 lifeboat 0.0158971 liner, ocean liner 0.0139720 aircraft carrier, carrier, flattop, attack aircraft carrier 0.0139460 dock, dockage, docking facility |
4.0608810 pirate, pirate ship 3.8543490 lifeboat 3.0202810 liner, ocean liner 2.8911950 aircraft carrier, carrier, flattop, attack aircraft carrier 2.8893370 dock, dockage, docking facility |
| shufflenet_v2_x2_0 | 0.0682886 beacon, lighthouse, beacon light, pharos 0.0495765 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0448658 container ship, containership, container vessel 0.0410116 liner, ocean liner 0.0403494 lifeboat |
4.7159660 beacon, lighthouse, beacon light, pharos 4.3957410 breakwater, groin, groyne, mole, bulwark, seawall, jetty 4.2959020 container ship, containership, container vessel 4.2060800 liner, ocean liner 4.1898010 lifeboat |
| squeezenet1_0 | 0.8105499 liner, ocean liner 0.0785143 drilling platform, offshore rig 0.0295160 container ship, containership, container vessel 0.0153662 dock, dockage, docking facility 0.0115069 submarine, pigboat, sub, U-boat |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| squeezenet1_1 | 0.4413064 liner, ocean liner 0.1931020 container ship, containership, container vessel 0.1459110 pirate, pirate ship 0.0937753 fireboat 0.0198683 drilling platform, offshore rig |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| vgg11 | 0.3343855 container ship, containership, container vessel 0.3068857 liner, ocean liner 0.0492899 submarine, pigboat, sub, U-boat 0.0455569 fireboat 0.0391509 lifeboat |
10.8922760 container ship, containership, container vessel 10.8064560 liner, ocean liner 8.9777010 submarine, pigboat, sub, U-boat 8.8989440 fireboat 8.7474050 lifeboat |
| vgg11_bn | 0.7272952 container ship, containership, container vessel 0.1716904 liner, ocean liner 0.0226532 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0206520 dock, dockage, docking facility 0.0114507 lifeboat |
14.9393330 container ship, containership, container vessel 13.4956880 liner, ocean liner 11.4703010 breakwater, groin, groyne, mole, bulwark, seawall, jetty 11.3778090 dock, dockage, docking facility 10.7880450 lifeboat |
| vgg13 | 0.3224932 container ship, containership, container vessel 0.2891453 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.1808192 liner, ocean liner 0.0591593 beacon, lighthouse, beacon light, pharos 0.0270378 dock, dockage, docking facility |
12.3241200 container ship, containership, container vessel 12.2149670 breakwater, groin, groyne, mole, bulwark, seawall, jetty 11.7455340 liner, ocean liner 10.6282710 beacon, lighthouse, beacon light, pharos 9.8452760 dock, dockage, docking facility |
| vgg13_bn | 0.3478982 container ship, containership, container vessel 0.2664560 fireboat 0.0766569 lifeboat 0.0664668 liner, ocean liner 0.0515882 submarine, pigboat, sub, U-boat |
12.3410070 container ship, containership, container vessel 12.0743050 fireboat 10.8284340 lifeboat 10.6858020 liner, ocean liner 10.4323850 submarine, pigboat, sub, U-boat |
| vgg16 | 0.4804810 container ship, containership, container vessel 0.1304805 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0867475 liner, ocean liner 0.0751447 drilling platform, offshore rig 0.0444228 lifeboat |
13.6671120 container ship, containership, container vessel 12.3635450 breakwater, groin, groyne, mole, bulwark, seawall, jetty 11.9553260 liner, ocean liner 11.8117360 drilling platform, offshore rig 11.2860770 lifeboat |
| vgg16_bn | 0.5045572 container ship, containership, container vessel 0.1368753 liner, ocean liner 0.1096228 lifeboat 0.0501405 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0392852 dock, dockage, docking facility |
13.3909280 container ship, containership, container vessel 12.0863180 liner, ocean liner 11.8642900 lifeboat 11.0820760 breakwater, groin, groyne, mole, bulwark, seawall, jetty 10.8380940 dock, dockage, docking facility |
| vgg19 | 0.4432594 container ship, containership, container vessel 0.1617560 liner, ocean liner 0.1536936 fireboat 0.0549521 drilling platform, offshore rig 0.0304159 lifeboat |
11.2806590 container ship, containership, container vessel 10.2725930 liner, ocean liner 10.2214620 fireboat 9.1929640 drilling platform, offshore rig 8.6014710 lifeboat |
| vgg19_bn | 0.2604308 fireboat 0.1715146 container ship, containership, container vessel 0.0810636 submarine, pigboat, sub, U-boat 0.0738690 dock, dockage, docking facility 0.0685641 lifeboat |
10.7594430 fireboat 10.3417720 container ship, containership, container vessel 9.5923350 submarine, pigboat, sub, U-boat 9.4993970 dock, dockage, docking facility 9.4248750 lifeboat |
| wide_resnet50_2 | 0.1823847 liner, ocean liner 0.1433828 dock, dockage, docking facility 0.1098627 container ship, containership, container vessel 0.0992484 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0717444 catamaran |
8.5271090 liner, ocean liner 8.2865170 dock, dockage, docking facility 8.0202290 container ship, containership, container vessel 7.9186240 breakwater, groin, groyne, mole, bulwark, seawall, jetty 7.5941070 catamaran |
| wide_resnet101_2 | 0.4919022 drilling platform, offshore rig 0.0996324 liner, ocean liner 0.0898810 beacon, lighthouse, beacon light, pharos 0.0402922 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0381101 catamaran |
9.5518130 drilling platform, offshore rig 7.9550190 liner, ocean liner 7.8520170 beacon, lighthouse, beacon light, pharos 7.0496910 breakwater, groin, groyne, mole, bulwark, seawall, jetty 6.9940140 catamaran |
-
[ ERROR ] The following operation failed in the TorchScript interpreter. Traceback of TorchScript (most recent call last): RuntimeError: Inference tensors cannot be saved for backward. To work around you can make a clone to get a normal tensor and use it in autograd.