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 | Python API with compile-backend Inductor |
C++ API |
|---|---|---|---|
| alexnet | 0.6186053 Granny Smith 0.0747375 dumbbell 0.0439334 bell pepper 0.0342505 hair slide 0.0322165 ocarina, sweet potato |
0.6186053 Granny Smith 0.0747375 dumbbell 0.0439334 bell pepper 0.0342505 hair slide 0.0322165 ocarina, sweet potato |
14.5664130 Granny Smith 12.9931420 dumbbell 12.9308280 ocarina, sweet potato 12.5982870 hair slide 12.3381250 bottlecap |
| densenet121 | 0.9525911 Granny Smith 0.0132309 orange 0.0123391 lemon 0.0028140 banana 0.0020238 piggy bank, penny bank |
0.9525911 Granny Smith 0.0132309 orange 0.0123391 lemon 0.0028140 banana 0.0020238 piggy bank, penny bank |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| densenet161 | 0.9371091 Granny Smith 0.0082052 dumbbell 0.0056579 piggy bank, penny bank 0.0055212 ping-pong ball 0.0041478 pitcher, ewer |
0.9371091 Granny Smith 0.0082052 dumbbell 0.0056579 piggy bank, penny bank 0.0055212 ping-pong ball 0.0041478 pitcher, ewer |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| densenet169 | 0.9808664 Granny Smith 0.0034700 piggy bank, penny bank 0.0021824 orange 0.0019113 lemon 0.0017519 pomegranate |
0.9808664 Granny Smith 0.0034700 piggy bank, penny bank 0.0021824 orange 0.0019113 lemon 0.0017519 pomegranate |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| densenet201 | 0.9119710 Granny Smith 0.0531499 piggy bank, penny bank 0.0056725 lemon 0.0018179 pool table, billiard table, snooker table 0.0015787 tennis ball |
0.9119710 Granny Smith 0.0531499 piggy bank, penny bank 0.0056725 lemon 0.0018179 pool table, billiard table, snooker table 0.0015787 tennis ball |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| googlenet | 0.5399834 Granny Smith 0.1101810 piggy bank, penny bank 0.0232574 vase 0.0213452 pitcher, ewer 0.0198953 bell pepper |
0.5399834 Granny Smith 0.1101810 piggy bank, penny bank 0.0232574 vase 0.0213452 pitcher, ewer 0.0198953 bell pepper |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| inception_v3 | 0.9522349 Granny Smith 0.0039609 piggy bank, penny bank 0.0013968 pool table, billiard table, snooker table 0.0011910 pomegranate 0.0010171 bikini, two-piece |
0.9522349 Granny Smith 0.0039609 piggy bank, penny bank 0.0013968 pool table, billiard table, snooker table 0.0011910 pomegranate 0.0010171 bikini, two-piece |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| mnasnet0_5 | 0.0730968 Granny Smith 0.0623301 piggy bank, penny bank 0.0307137 pitcher, ewer 0.0232287 safety pin 0.0230771 saltshaker, salt shaker |
0.0730968 Granny Smith 0.0623301 piggy bank, penny bank 0.0307137 pitcher, ewer 0.0232287 safety pin 0.0230771 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 | 0.1420221 Granny Smith 0.0227867 lemon 0.0171960 piggy bank, penny bank 0.0163569 orange 0.0098564 dumbbell |
0.1420221 Granny Smith 0.0227867 lemon 0.0171960 piggy bank, penny bank 0.0163569 orange 0.0098564 dumbbell |
5.3686600 Granny Smith 3.5425680 lemon 3.2614010 piggy bank, penny bank 3.2107930 orange 2.6993230 dumbbell |
| mnasnet1_0 | 0.1904373 Granny Smith 0.1853142 lemon 0.1421410 piggy bank, penny bank 0.0809397 teapot 0.0783591 orange |
0.1904373 Granny Smith 0.1853142 lemon 0.1421410 piggy bank, penny bank 0.0809397 teapot 0.0783591 orange |
12.1106080 Granny Smith 12.0626720 lemon 11.7992570 piggy bank, penny bank 11.2398550 teapot 11.2106190 orange |
| mnasnet1_3 | 0.2800187 Granny Smith 0.0194175 piggy bank, penny bank 0.0092507 lemon 0.0071316 tennis ball 0.0066914 orange |
0.2800188 Granny Smith 0.0194175 piggy bank, penny bank 0.0092507 lemon 0.0071316 tennis ball 0.0066914 orange |
6.1237430 Granny Smith 3.4377430 piggy bank, penny bank 2.7014620 lemon 2.4451560 tennis ball 2.3821460 orange |
| mobilenet_v2 | 0.5082492 Granny Smith 0.0537936 pitcher, ewer 0.0465346 saltshaker, salt shaker 0.0434591 lemon 0.0312292 vase |
0.5082493 Granny Smith 0.0537935 pitcher, ewer 0.0465345 saltshaker, salt shaker 0.0434591 lemon 0.0312291 vase |
10.4126500 Granny Smith 8.1800400 pitcher, ewer 8.0168160 saltshaker, salt shaker 7.9550080 lemon 7.6347000 vase |
| resnext50_32x4d | 0.9083309 Granny Smith .0203211 lemon .0135372 orange .0066115 banana .0037401 piggy bank, penny bank |
0.9083310 Granny Smith 0.0203211 lemon 0.0135372 orange 0.0066115 banana 0.0037401 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 | 0.4181096 Granny Smith 0.1208955 piggy bank, penny bank 0.0456925 lemon 0.0439917 orange 0.0397282 vase |
0.4181095 Granny Smith 0.1208951 piggy bank, penny bank 0.0456926 lemon 0.0439918 orange 0.0397283 vase |
9.4244380 Granny Smith 8.1794540 piggy bank, penny bank 7.2125510 lemon 7.1739330 orange 7.0509790 vase |
| resnet18 | 0.1505591 safety pin 0.1107766 piggy bank, penny bank 0.0650501 purse 0.0564359 teapot 0.0343807 hair slide |
0.1505590 safety pin 0.1107768 piggy bank, penny bank 0.0650502 purse 0.0564361 teapot 0.0343807 hair slide |
7.7024340 safety pin 7.3893270 piggy bank, penny bank 6.8724730 purse 6.7090290 teapot 6.2186880 hair slide |
| resnet34 | 0.9609507 Granny Smith 0.0053676 banana 0.0042207 orange 0.0033565 piggy bank, penny bank 0.0024697 lemon |
0.9609506 Granny Smith 0.0053676 banana 0.0042207 orange 0.0033565 piggy bank, penny bank 0.0024697 lemon |
13.2257930 Granny Smith 8.0619770 banana 7.8348230 orange 7.6145840 piggy bank, penny bank 7.2976480 lemon |
| resnet50 | 0.9280675 Granny Smith 0.0129466 orange 0.0058861 lemon 0.0041993 necklace 0.0025445 banana |
0.9280675 Granny Smith 0.0129466 orange 0.0058861 lemon 0.0041993 necklace 0.0025445 banana |
11.9825870 Granny Smith 7.7101680 orange 6.9343900 lemon 6.5882000 necklace 6.0941300 banana |
| resnet101 | 0.9484173 Granny Smith 0.0055811 hay 0.0049713 orange 0.0020113 syringe 0.0018282 pitcher, ewer |
0.9484173 Granny Smith 0.0055811 hay 0.0049713 orange 0.0020113 syringe 0.0018282 pitcher, ewer |
12.8325050 Granny Smith 7.6826020 hay 7.5934530 orange 6.6980180 syringe 6.5779190 pitcher, ewer |
| resnet152 | 0.8908216 Granny Smith 0.0146640 piggy bank, penny bank 0.0059808 hook, claw 0.0058358 saltshaker, salt shaker 0.0044965 analog clock |
0.8908220 Granny Smith 0.0146640 piggy bank, penny bank 0.0059808 hook, claw 0.0058358 saltshaker, salt shaker 0.0044965 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 | 0.1097558 vase 0.1064867 piggy bank, penny bank 0.1061228 saltshaker, salt shaker 0.0691809 lemon 0.0647256 pitcher, ewer |
0.1097556 vase 0.1064866 piggy bank, penny bank 0.1061230 saltshaker, salt shaker 0.0691808 lemon 0.0647255 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 | 0.2790728 Granny Smith 0.1797120 safety pin 0.0307826 warplane, military plane 0.0303762 hair slide 0.0295807 piggy bank, penny bank |
0.2790734 Granny Smith 0.1797118 safety pin 0.0307825 warplane, military plane 0.0303762 hair slide 0.0295807 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 | 0.3424980 Granny Smith 0.0540322 lemon 0.0331610 orange 0.0221639 piggy bank, penny bank 0.0182416 pomegranate |
0.3424977 Granny Smith 0.0540322 lemon 0.0331611 orange 0.0221639 piggy bank, penny bank 0.0182416 pomegranate |
6.6509030 Granny Smith 4.8127690 lemon 4.3296270 orange 3.9230760 piggy bank, penny bank 3.7117650 pomegranate |
| shufflenet_v2_x2_0 | 0.7128690 Granny Smith 0.0287680 orange 0.0280462 lemon 0.0255286 piggy bank, penny bank 0.0100749 saltshaker, salt shaker |
0.7128689 Granny Smith 0.0287680 orange 0.0280462 lemon 0.0255285 piggy bank, penny bank 0.0100749 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 | 0.3282990 piggy bank, penny bank 0.1782644 dumbbell 0.1555654 Granny Smith 0.0904379 water bottle 0.0385303 rubber eraser, rubber, pencil eraser |
0.3282988 piggy bank, penny bank 0.1782640 dumbbell 0.1555653 Granny Smith 0.0904377 water bottle 0.0385305 rubber eraser, rubber, pencil eraser |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| squeezenet1_1 | 0.5913458 piggy bank, penny bank 0.0682889 Granny Smith 0.0610993 lemon 0.0596012 necklace 0.0492096 bucket, pail |
0.5913449 piggy bank, penny bank 0.0682891 Granny Smith 0.0610994 lemon 0.0596013 necklace 0.0492096 bucket, pail |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| vgg11 | 0.3676215 piggy bank, penny bank 0.2983151 Granny Smith 0.1090270 tennis ball 0.0315010 soap dispenser 0.0283473 dumbbell |
0.3676215 piggy bank, penny bank 0.2983151 Granny Smith 0.1090270 tennis ball 0.0315010 soap dispenser 0.0283473 dumbbell |
12.5590670 piggy bank, penny bank 12.3274440 Granny Smith 11.3189060 tennis ball 10.0887700 soap dispenser 9.9921100 dumbbell |
| vgg11_bn | 0.5448164 Granny Smith 0.2325834 dumbbell 0.0659125 piggy bank, penny bank 0.0271300 tennis ball 0.0218536 teapot |
0.5448169 Granny Smith 0.2325829 dumbbell 0.0659125 piggy bank, penny bank 0.0271300 tennis ball 0.0218535 teapot |
13.9052030 Granny Smith 13.0456140 dumbbell 11.7888170 piggy bank, penny bank 10.8960810 tennis ball 10.6861930 teapot |
| vgg13 | 0.4080789 Granny Smith 0.2273713 dumbbell 0.0472269 necklace 0.0306988 maraca 0.0247312 teapot |
0.4080789 Granny Smith 0.2273713 dumbbell 0.0472269 necklace 0.0306988 maraca 0.0247312 teapot |
11.5165140 Granny Smith 10.9340460 dumbbell 9.3689160 necklace 8.9216200 maraca 8.7296620 teapot |
| vgg13_bn | 0.9393817 Granny Smith 0.0380907 tennis ball 0.0068617 lemon 0.0039062 orange 0.0013638 banana |
0.9393818 Granny Smith 0.0380907 tennis ball 0.0068617 lemon 0.0039062 orange 0.0013638 banana |
15.0678440 Granny Smith 11.8701570 tennis ball 10.1610110 lemon 9.5922360 orange 8.5286870 banana |
| vgg16 | 0.2311484 Granny Smith 0.2086572 tennis ball 0.0561898 necklace 0.0518675 piggy bank, penny bank 0.0301544 pencil box, pencil case |
0.2311484 Granny Smith 0.2086572 tennis ball 0.0561898 necklace 0.0518675 piggy bank, penny bank 0.0301544 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 | 0.3910029 Granny Smith 0.0586699 dumbbell 0.0551490 pencil box, pencil case 0.0528536 tennis ball 0.0335413 piggy bank, penny bank |
0.3910035 Granny Smith 0.0586697 dumbbell 0.0551489 pencil box, pencil case 0.0528536 tennis ball 0.0335413 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 | 0.4713283 Granny Smith 0.1883899 tennis ball 0.0592497 acorn 0.0568049 lemon 0.0410191 piggy bank, penny bank |
0.4713283 Granny Smith 0.1883899 tennis ball 0.0592497 acorn 0.0568049 lemon 0.0410191 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 | 0.8807999 Granny Smith 0.0395827 lemon 0.0307154 orange 0.0049290 soap dispenser 0.0045987 piggy bank, penny bank |
0.8808003 Granny Smith 0.0395825 lemon 0.0307152 orange 0.0049289 soap dispenser 0.0045986 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 | 0.8602670 Granny Smith 0.0350599 piggy bank, penny bank 0.0132361 abacus 0.0084124 necklace 0.0075821 spindle |
0.8602675 Granny Smith 0.0350597 piggy bank, penny bank 0.0132361 abacus 0.0084124 necklace 0.0075821 spindle |
11.6282220 Granny Smith 8.4163520 piggy bank, penny bank 7.4378190 abacus 6.9976810 necklace 6.8964190 spindle |
| wide_resnet101_2 | 0.5683315 Granny Smith 0.0856015 piggy bank, penny bank 0.0704012 tennis ball 0.0610741 golf ball 0.0117213 goblet |
0.5683318 Granny Smith 0.0856017 piggy bank, penny bank 0.0704010 tennis ball 0.0610741 golf ball 0.0117213 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 | Python API with compile-backend Inductor |
C++ API |
|---|---|---|---|
| alexnet | 0.9948083 junco, snowbird 0.0042458 chickadee 0.0002805 water ouzel, dipper 0.0002795 bulbul 0.0001316 brambling, Fringilla montifringilla |
0.9948083 junco, snowbird 0.0042458 chickadee 0.0002805 water ouzel, dipper 0.0002795 bulbul 0.0001316 brambling, Fringilla montifringilla |
25.8981840 junco, snowbird 20.4563180 chickadee 17.7155760 water ouzel, dipper 17.7121070 bulbul 16.9112110 brambling, Fringilla montifringilla |
| densenet121 | 0.9847536 junco, snowbird 0.0068679 chickadee 0.0034511 brambling, Fringilla montifringilla 0.0015685 water ouzel, dipper 0.0012343 indigo bunting, indigo finch, indigo bird, Passerina cyanea |
0.9847536 junco, snowbird 0.0068679 chickadee 0.0034511 brambling, Fringilla montifringilla 0.0015685 water ouzel, dipper 0.0012343 indigo bunting, indigo finch, indigo bird, Passerina cyanea |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| densenet161 | 0.9932491 junco, snowbird 0.0015560 chickadee 0.0012438 brambling, Fringilla montifringilla 0.0011679 indigo bunting, indigo finch, indigo bird, Passerina cyanea 0.0008829 water ouzel, dipper |
0.9932491 junco, snowbird 0.0015560 chickadee 0.0012438 brambling, Fringilla montifringilla 0.0011679 indigo bunting, indigo finch, indigo bird, Passerina cyanea 0.0008829 water ouzel, dipper |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| densenet169 | 0.9639016 junco, snowbird 0.0203036 brambling, Fringilla montifringilla 0.0044068 chickadee 0.0031724 goldfinch, Carduelis carduelis 0.0026946 water ouzel, dipper |
0.9639017 junco, snowbird 0.0203035 brambling, Fringilla montifringilla 0.0044068 chickadee 0.0031724 goldfinch, Carduelis carduelis 0.0026946 water ouzel, dipper |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| densenet201 | 0.9518383 junco, snowbird 0.0177879 water ouzel, dipper 0.0107578 brambling, Fringilla montifringilla 0.0078365 house finch, linnet, Carpodacus mexicanus 0.0043697 chickadee |
0.9518384 junco, snowbird 0.0177878 water ouzel, dipper 0.0107578 brambling, Fringilla montifringilla 0.0078364 house finch, linnet, Carpodacus mexicanus 0.0043697 chickadee |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| googlenet | 0.6449553 junco, snowbird 0.0752306 chickadee 0.0480572 brambling, Fringilla montifringilla 0.0298399 goldfinch, Carduelis carduelis 0.0126128 house finch, linnet, Carpodacus mexicanus |
0.6449553 junco, snowbird 0.0752305 chickadee 0.0480573 brambling, Fringilla montifringilla 0.0298399 goldfinch, Carduelis carduelis 0.0126128 house finch, linnet, Carpodacus mexicanus |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| inception_v3 | 0.9999992 junco, snowbird 0.0000001 iron, smoothing iron 0.0000001 cleaver, meat cleaver, chopper 0.0000001 chickadee 0.0000000 water ouzel, dipper |
0.9999992 junco, snowbird 0.0000001 iron, smoothing iron 0.0000001 cleaver, meat cleaver, chopper 0.0000001 chickadee 0.0000000 water ouzel, dipper |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| mnasnet0_5 | 0.9215602 junco, snowbird 0.0209935 chickadee 0.0052970 brambling, Fringilla montifringilla 0.0040453 water ouzel, dipper 0.0030482 jay |
0.9215605 junco, snowbird 0.0209935 chickadee 0.0052970 brambling, Fringilla montifringilla 0.0040453 water ouzel, dipper 0.0030481 jay |
10.5172150 junco, snowbird 6.7182240 chickadee 5.2848650 brambling, Fringilla montifringilla 5.0573580 water ouzel, dipper 4.7653830 jay |
| mnasnet0_75 | 0.1344564 junco, snowbird 0.0330631 goldfinch, Carduelis carduelis 0.0289226 brambling, Fringilla montifringilla 0.0137190 chickadee 0.0117834 indigo bunting, indigo finch, indigo bird, Passerina cyanea |
0.1344565 junco, snowbird 0.0330631 goldfinch, Carduelis carduelis 0.0289226 brambling, Fringilla montifringilla 0.0137190 chickadee 0.0117834 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 | 0.9980471 junco, snowbird 0.0013373 brambling, Fringilla montifringilla 0.0004368 water ouzel, dipper 0.0001253 chickadee 0.0000129 goldfinch, Carduelis carduelis |
0.9980471 junco, snowbird 0.0013373 brambling, Fringilla montifringilla 0.0004368 water ouzel, dipper 0.0001253 chickadee 0.0000129 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 | 0.3343430 junco, snowbird 0.0074969 chickadee 0.0059094 brambling, Fringilla montifringilla 0.0055661 water ouzel, dipper 0.0047153 indigo bunting, indigo finch, indigo bird, Passerina cyanea |
0.3343430 junco, snowbird 0.0074969 chickadee 0.0059094 brambling, Fringilla montifringilla 0.0055661 water ouzel, dipper 0.0047153 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 | 0.9989625 junco, snowbird 0.0004086 water ouzel, dipper 0.0004018 chickadee 0.0001282 brambling, Fringilla montifringilla 0.0000524 goldfinch, Carduelis carduelis |
0.9989625 junco, snowbird 0.0004086 water ouzel, dipper 0.0004018 chickadee 0.0001282 brambling, Fringilla montifringilla 0.0000524 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 | 0.9918720 junco, snowbird 0.0037342 brambling, Fringilla montifringilla 0.0016110 goldfinch, Carduelis carduelis 0.0015015 chickadee 0.0004771 water ouzel, dipper |
0.9918720 junco, snowbird 0.0037342 brambling, Fringilla montifringilla 0.0016110 goldfinch, Carduelis carduelis 0.0015015 chickadee 0.0004771 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 | 0.9754261 junco, snowbird 0.0071941 water ouzel, dipper 0.0049506 brambling, Fringilla montifringilla 0.0020813 chickadee 0.0009537 red-backed sandpiper, dunlin, Erolia alpina |
0.9754261 junco, snowbird 0.0071941 water ouzel, dipper 0.0049506 brambling, Fringilla montifringilla 0.0020813 chickadee 0.0009537 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 | 0.9991347 junco, snowbird 0.0005154 chickadee 0.0002038 water ouzel, dipper 0.0000669 bulbul 0.0000583 brambling, Fringilla montifringilla |
0.9991347 junco, snowbird 0.0005154 chickadee 0.0002038 water ouzel, dipper 0.0000669 bulbul 0.0000583 brambling, Fringilla montifringilla |
25.5494040 junco, snowbird 18.0132050 chickadee 17.0810180 water ouzel, dipper 15.9683600 bulbul 15.7928350 brambling, Fringilla montifringilla |
| resnet34 | 0.9924946 junco, snowbird 0.0042457 chickadee 0.0011195 water ouzel, dipper 0.0005077 brambling, Fringilla montifringilla 0.0004514 goldfinch, Carduelis carduelis |
0.9924946 junco, snowbird 0.0042457 chickadee 0.0011195 water ouzel, dipper 0.0005077 brambling, Fringilla montifringilla 0.0004514 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 | 0.9809760 junco, snowbird 0.0049167 goldfinch, Carduelis carduelis 0.0036987 chickadee 0.0036697 water ouzel, dipper 0.0029304 brambling, Fringilla montifringilla |
0.9809760 junco, snowbird 0.0049167 goldfinch, Carduelis carduelis 0.0036987 chickadee 0.0036697 water ouzel, dipper 0.0029304 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 | 0.9986457 junco, snowbird 0.0004252 chickadee 0.0002697 goldfinch, Carduelis carduelis 0.0001572 brambling, Fringilla montifringilla 0.0001536 water ouzel, dipper |
0.9986457 junco, snowbird 0.0004252 chickadee 0.0002697 goldfinch, Carduelis carduelis 0.0001572 brambling, Fringilla montifringilla 0.0001536 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 | 0.9983053 junco, snowbird 0.0009344 water ouzel, dipper 0.0003498 brambling, Fringilla montifringilla 0.0001083 goldfinch, Carduelis carduelis 0.0000744 house finch, linnet, Carpodacus mexicanus |
0.9983053 junco, snowbird 0.0009344 water ouzel, dipper 0.0003498 brambling, Fringilla montifringilla 0.0001083 goldfinch, Carduelis carduelis 0.0000744 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 | 0.9971841 junco, snowbird 0.0010845 goldfinch, Carduelis carduelis 0.0004346 brambling, Fringilla montifringilla 0.0003467 jay 0.0001979 chickadee |
0.9971841 junco, snowbird 0.0010845 goldfinch, Carduelis carduelis 0.0004346 brambling, Fringilla montifringilla 0.0003467 jay 0.0001979 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 | 0.9997585 junco, snowbird 0.0001199 damselfly 0.0000393 chickadee 0.0000234 water ouzel, dipper 0.0000092 dragonfly, darning needle, devil's darning needle, sewing needle, snake feeder, snake doctor, mosquito hawk, skeeter hawk |
0.9997585 junco, snowbird 0.0001199 damselfly 0.0000393 chickadee 0.0000234 water ouzel, dipper 0.0000092 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 | 0.3058680 junco, snowbird 0.0409682 brambling, Fringilla montifringilla 0.0250431 chickadee 0.0110621 water ouzel, dipper 0.0091517 goldfinch, Carduelis carduelis |
0.3058682 junco, snowbird 0.0409682 brambling, Fringilla montifringilla 0.0250431 chickadee 0.0110621 water ouzel, dipper 0.0091517 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 | 0.3454055 junco, snowbird 0.0089347 chickadee 0.0085610 bulbul 0.0055369 brambling, Fringilla montifringilla 0.0049335 water ouzel, dipper |
0.3454055 junco, snowbird 0.0089347 chickadee 0.0085610 bulbul 0.0055369 brambling, Fringilla montifringilla 0.0049335 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 | 0.9903346 junco, snowbird 0.0044567 chickadee 0.0041861 brambling, Fringilla montifringilla 0.0003392 water ouzel, dipper 0.0002757 house finch, linnet, Carpodacus mexicanus |
0.9903346 junco, snowbird 0.0044567 chickadee 0.0041861 brambling, Fringilla montifringilla 0.0003392 water ouzel, dipper 0.0002757 house finch, linnet, Carpodacus mexicanus |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| squeezenet1_1 | 0.9609295 junco, snowbird 0.0248581 chickadee 0.0042597 brambling, Fringilla montifringilla 0.0037157 goldfinch, Carduelis carduelis 0.0033528 ruffed grouse, partridge, Bonasa umbellus |
0.9609303 junco, snowbird 0.0248575 chickadee 0.0042596 brambling, Fringilla montifringilla 0.0037157 goldfinch, Carduelis carduelis 0.0033527 ruffed grouse, partridge, Bonasa umbellus |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| vgg11 | 0.9998995 junco, snowbird 0.0000926 chickadee 0.0000043 brambling, Fringilla montifringilla 0.0000023 water ouzel, dipper 0.0000006 bulbul |
0.9998995 junco, snowbird 0.0000926 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 | 0.9995114 junco, snowbird 0.0002443 brambling, Fringilla montifringilla 0.0002178 chickadee 0.0000127 water ouzel, dipper 0.0000098 goldfinch, Carduelis carduelis |
0.9995114 junco, snowbird 0.0002443 brambling, Fringilla montifringilla 0.0002178 chickadee 0.0000127 water ouzel, dipper 0.0000098 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 | 0.9399199 junco, snowbird 0.0570627 chickadee 0.0012551 brambling, Fringilla montifringilla 0.0011870 water ouzel, dipper 0.0002665 bulbul |
0.9399199 junco, snowbird 0.0570627 chickadee 0.0012551 brambling, Fringilla montifringilla 0.0011870 water ouzel, dipper 0.0002665 bulbul |
29.6161540 junco, snowbird 26.8859960 chickadee 23.0002860 brambling, Fringilla montifringilla 22.9698310 water ouzel, dipper 21.4800130 bulbul |
| vgg13_bn | 0.9927536 junco, snowbird 0.0039533 chickadee 0.0030218 brambling, Fringilla montifringilla 0.0000699 goldfinch, Carduelis carduelis 0.0000688 house finch, linnet, Carpodacus mexicanus |
0.9927538 junco, snowbird 0.0039533 chickadee 0.0030218 brambling, Fringilla montifringilla 0.0000699 goldfinch, Carduelis carduelis 0.0000688 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 | 0.9991966 junco, snowbird 0.0006739 chickadee 0.0000795 water ouzel, dipper 0.0000326 brambling, Fringilla montifringilla 0.0000050 house finch, linnet, Carpodacus mexicanus |
0.9991966 junco, snowbird 0.0006739 chickadee 0.0000795 water ouzel, dipper 0.0000326 brambling, Fringilla montifringilla 0.0000050 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 | 0.9924874 junco, snowbird 0.0063143 chickadee 0.0004031 jay 0.0003066 water ouzel, dipper 0.0001405 brambling, Fringilla montifringilla |
0.9924874 junco, snowbird 0.0063143 chickadee 0.0004031 jay 0.0003066 water ouzel, dipper 0.0001405 brambling, Fringilla montifringilla |
26.8647310 junco, snowbird 21.8616200 chickadee 19.1068170 jay 18.8194520 water ouzel, dipper 17.9960580 brambling, Fringilla montifringilla |
| vgg19 | 0.9994391 junco, snowbird 0.0003036 brambling, Fringilla montifringilla 0.0001478 chickadee 0.0000635 water ouzel, dipper 0.0000217 goldfinch, Carduelis carduelis |
0.9994391 junco, snowbird 0.0003036 brambling, Fringilla montifringilla 0.0001478 chickadee 0.0000635 water ouzel, dipper 0.0000217 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 | 0.9999545 junco, snowbird 0.0000307 chickadee 0.0000073 brambling, Fringilla montifringilla 0.0000030 water ouzel, dipper 0.0000021 house finch, linnet, Carpodacus mexicanus |
0.9999545 junco, snowbird 0.0000307 chickadee 0.0000073 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 | 0.9614480 junco, snowbird 0.0121810 water ouzel, dipper 0.0064557 chickadee 0.0046003 brambling, Fringilla montifringilla 0.0019382 bulbul |
0.9614479 junco, snowbird 0.0121810 water ouzel, dipper 0.0064558 chickadee 0.0046003 brambling, Fringilla montifringilla 0.0019382 bulbul |
12.6014040 junco, snowbird 8.2096630 water ouzel, dipper 7.5949040 chickadee 7.2287070 brambling, Fringilla montifringilla 6.3794880 bulbul |
| wide_resnet101_2 | 0.9748691 junco, snowbird 0.0074125 water ouzel, dipper 0.0047566 chickadee 0.0023634 brambling, Fringilla montifringilla 0.0022546 goldfinch, Carduelis carduelis |
0.9748691 junco, snowbird 0.0074126 water ouzel, dipper 0.0047566 chickadee 0.0023634 brambling, Fringilla montifringilla 0.0022546 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 | Python API with compile-backend Inductor |
C++ API |
|---|---|---|---|
| alexnet | 0.3171609 container ship, containership, container vessel 0.1388502 drilling platform, offshore rig 0.1134061 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.1068113 beacon, lighthouse, beacon light, pharos 0.0471499 liner, ocean liner |
0.3171609 container ship, containership, container vessel 0.1388502 drilling platform, offshore rig 0.1134061 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.1068113 beacon, lighthouse, beacon light, pharos 0.0471499 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 | 0.3047960 liner, ocean liner 0.1327189 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.1180288 container ship, containership, container vessel 0.0794686 drilling platform, offshore rig 0.0718431 dock, dockage, docking facility |
0.3047959 liner, ocean liner 0.1327191 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.1180287 container ship, containership, container vessel 0.0794685 drilling platform, offshore rig 0.0718431 dock, dockage, docking facility |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| densenet161 | 0.4382671 lifeboat 0.1852567 liner, ocean liner 0.0599401 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0325494 submarine, pigboat, sub, U-boat 0.0299292 dock, dockage, docking facility |
0.4382666 lifeboat 0.1852569 liner, ocean liner 0.0599403 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0325495 submarine, pigboat, sub, U-boat 0.0299292 dock, dockage, docking facility |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| densenet169 | 0.2997986 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.2328827 drilling platform, offshore rig 0.0929442 liner, ocean liner 0.0870253 container ship, containership, container vessel 0.0716429 pirate, pirate ship |
0.2997986 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.2328827 drilling platform, offshore rig 0.0929442 liner, ocean liner 0.0870252 container ship, containership, container vessel 0.0716429 pirate, pirate ship |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| densenet201 | 0.5045001 fireboat 0.0943224 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0690301 lifeboat 0.0619330 liner, ocean liner 0.0575994 container ship, containership, container vessel |
0.5044994 fireboat 0.0943226 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0690301 lifeboat 0.0619331 liner, ocean liner 0.0575995 container ship, containership, container vessel |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| googlenet | 0.1330581 liner, ocean liner 0.0796951 drilling platform, offshore rig 0.0680323 container ship, containership, container vessel 0.0588053 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0365606 fireboat |
0.1330581 liner, ocean liner 0.0796952 drilling platform, offshore rig 0.0680323 container ship, containership, container vessel 0.0588052 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0365607 fireboat |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| inception_v3 | 0.6294153 beacon, lighthouse, beacon light, pharos 0.1259491 drilling platform, offshore rig 0.1061423 wreck 0.0672309 submarine, pigboat, sub, U-boat 0.0196919 liner, ocean liner |
0.6294152 beacon, lighthouse, beacon light, pharos 0.1259487 drilling platform, offshore rig 0.1061425 wreck 0.0672310 submarine, pigboat, sub, U-boat 0.0196920 liner, ocean liner |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| mnasnet0_5 | 0.0871067 drilling platform, offshore rig 0.0846068 liner, ocean liner 0.0446329 container ship, containership, container vessel 0.0356016 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0246089 aircraft carrier, carrier, flattop, attack aircraft carrier |
0.0871065 drilling platform, offshore rig 0.0846070 liner, ocean liner 0.0446329 container ship, containership, container vessel 0.0356016 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0246089 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 | 0.0211095 aircraft carrier, carrier, flattop, attack aircraft carrier 0.0188488 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0134489 beacon, lighthouse, beacon light, pharos 0.0114117 submarine, pigboat, sub, U-boat 0.0114074 liner, ocean liner |
0.0211095 aircraft carrier, carrier, flattop, attack aircraft carrier 0.0188488 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0134489 beacon, lighthouse, beacon light, pharos 0.0114117 submarine, pigboat, sub, U-boat 0.0114074 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 | 0.2081709 container ship, containership, container vessel 0.1767718 dock, dockage, docking facility 0.1048898 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0982394 liner, ocean liner 0.0634724 lifeboat |
0.2081713 container ship, containership, container vessel 0.1767721 dock, dockage, docking facility 0.1048898 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0982390 liner, ocean liner 0.0634722 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 | 0.0922821 lifeboat 0.0343153 container ship, containership, container vessel 0.0282606 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0209868 beacon, lighthouse, beacon light, pharos 0.0209284 liner, ocean liner |
0.0922822 lifeboat 0.0343154 container ship, containership, container vessel 0.0282607 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0209868 beacon, lighthouse, beacon light, pharos 0.0209284 liner, ocean liner |
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 | 0.3935643 container ship, containership, container vessel 0.2168667 liner, ocean liner 0.0971883 beacon, lighthouse, beacon light, pharos 0.0715455 drilling platform, offshore rig 0.0482334 breakwater, groin, groyne, mole, bulwark, seawall, jetty |
0.3935647 container ship, containership, container vessel 0.2168673 liner, ocean liner 0.0971881 beacon, lighthouse, beacon light, pharos 0.0715453 drilling platform, offshore rig 0.0482333 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 | 0.3174462 liner, ocean liner 0.1775165 catamaran 0.0703870 drilling platform, offshore rig 0.0535638 dock, dockage, docking facility 0.0487033 breakwater, groin, groyne, mole, bulwark, seawall, jetty |
0.3174468 liner, ocean liner 0.1775166 catamaran 0.0703869 drilling platform, offshore rig 0.0535637 dock, dockage, docking facility 0.0487032 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 | 0.2413271 beacon, lighthouse, beacon light, pharos 0.2253700 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.1113149 water bottle 0.0532210 drilling platform, offshore rig 0.0372178 liner, ocean liner |
0.2413276 beacon, lighthouse, beacon light, pharos 0.2253698 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.1113151 water bottle 0.0532208 drilling platform, offshore rig 0.0372177 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 | 0.1989241 liner, ocean liner 0.1081840 submarine, pigboat, sub, U-boat 0.1025642 container ship, containership, container vessel 0.1021217 drilling platform, offshore rig 0.0792471 breakwater, groin, groyne, mole, bulwark, seawall, jetty |
0.1989240 liner, ocean liner 0.1081844 submarine, pigboat, sub, U-boat 0.1025641 container ship, containership, container vessel 0.1021216 drilling platform, offshore rig 0.0792472 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 | 0.2562771 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.1134506 fireboat 0.1093535 liner, ocean liner 0.1008408 pirate, pirate ship 0.0755574 container ship, containership, container vessel |
0.2562774 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.1134506 fireboat 0.1093533 liner, ocean liner 0.1008410 pirate, pirate ship 0.0755575 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 | 0.4818293 liner, ocean liner 0.0992477 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0687505 container ship, containership, container vessel 0.0517874 dock, dockage, docking facility 0.0483462 pirate, pirate ship |
0.4818291 liner, ocean liner 0.0992477 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0687506 container ship, containership, container vessel 0.0517873 dock, dockage, docking facility 0.0483462 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 | 0.8146673 drilling platform, offshore rig 0.0401549 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0214560 beacon, lighthouse, beacon light, pharos 0.0185433 container ship, containership, container vessel 0.0158838 liner, ocean liner |
0.8146679 drilling platform, offshore rig 0.0401547 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0214559 beacon, lighthouse, beacon light, pharos 0.0185433 container ship, containership, container vessel 0.0158838 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 | 0.3243817 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.2313064 liner, ocean liner 0.0793519 lifeboat 0.0700859 beacon, lighthouse, beacon light, pharos 0.0687742 container ship, containership, container vessel |
0.3243817 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.2313066 liner, ocean liner 0.0793514 lifeboat 0.0700857 beacon, lighthouse, beacon light, pharos 0.0687743 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 | 0.2167131 agama 0.0930093 water bottle 0.0897330 jay 0.0562749 liner, ocean liner 0.0552220 breakwater, groin, groyne, mole, bulwark, seawall, jetty |
0.2167132 agama 0.0930092 water bottle 0.0897328 jay 0.0562749 liner, ocean liner 0.0552225 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 | 0.3324134 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.1176205 beacon, lighthouse, beacon light, pharos 0.0318385 liner, ocean liner 0.0205377 terrapin 0.0181577 drilling platform, offshore rig |
0.3324131 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.1176206 beacon, lighthouse, beacon light, pharos 0.0318384 liner, ocean liner 0.0205377 terrapin 0.0181577 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 | 0.0453365 pirate, pirate ship 0.0369856 lifeboat 0.0158767 liner, ocean liner 0.0140001 aircraft carrier, carrier, flattop, attack aircraft carrier 0.0139441 dock, dockage, docking facility |
0.0453364 pirate, pirate ship 0.0369855 lifeboat 0.0158767 liner, ocean liner 0.0140001 aircraft carrier, carrier, flattop, attack aircraft carrier 0.0139441 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 | 0.0688729 beacon, lighthouse, beacon light, pharos 0.0498751 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0441733 container ship, containership, container vessel 0.0406492 lifeboat 0.0404731 liner, ocean liner |
0.0688731 beacon, lighthouse, beacon light, pharos 0.0498752 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0441733 container ship, containership, container vessel 0.0406492 lifeboat 0.0404732 liner, ocean liner |
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 | 0.8107087 liner, ocean liner 0.0786394 drilling platform, offshore rig 0.0291319 container ship, containership, container vessel 0.0153731 dock, dockage, docking facility 0.0113161 submarine, pigboat, sub, U-boat |
0.8107082 liner, ocean liner 0.0786398 drilling platform, offshore rig 0.0291319 container ship, containership, container vessel 0.0153732 dock, dockage, docking facility 0.0113161 submarine, pigboat, sub, U-boat |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| squeezenet1_1 | 0.4393108 liner, ocean liner 0.1895231 container ship, containership, container vessel 0.1506845 pirate, pirate ship 0.0962459 fireboat 0.0199389 drilling platform, offshore rig |
0.4393103 liner, ocean liner 0.1895229 container ship, containership, container vessel 0.1506852 pirate, pirate ship 0.0962458 fireboat 0.0199389 drilling platform, offshore rig |
[ ERROR ] The following operation failed in the TorchScript interpreter * |
| vgg11 | 0.3336110 container ship, containership, container vessel 0.3076841 liner, ocean liner 0.0493444 submarine, pigboat, sub, U-boat 0.0461530 fireboat 0.0394894 lifeboat |
0.3336110 container ship, containership, container vessel 0.3076841 liner, ocean liner 0.0493444 submarine, pigboat, sub, U-boat 0.0461530 fireboat 0.0394894 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 | 0.7282686 container ship, containership, container vessel 0.1713955 liner, ocean liner 0.0223938 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0204846 dock, dockage, docking facility 0.0115473 lifeboat |
0.7282686 container ship, containership, container vessel 0.1713955 liner, ocean liner 0.0223938 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0204846 dock, dockage, docking facility 0.0115473 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 | 0.3222608 container ship, containership, container vessel 0.2881936 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.1814277 liner, ocean liner 0.0598577 beacon, lighthouse, beacon light, pharos 0.0270315 dock, dockage, docking facility |
0.3222608 container ship, containership, container vessel 0.2881936 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.1814277 liner, ocean liner 0.0598577 beacon, lighthouse, beacon light, pharos 0.0270315 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 | 0.3487123 container ship, containership, container vessel 0.2682297 fireboat 0.0768561 lifeboat 0.0665556 liner, ocean liner 0.0507456 beacon, lighthouse, beacon light, pharos |
0.3487122 container ship, containership, container vessel 0.2682296 fireboat 0.0768563 lifeboat 0.0665555 liner, ocean liner 0.0507456 beacon, lighthouse, beacon light, pharos |
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 | 0.4815383 container ship, containership, container vessel 0.1295195 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0871743 liner, ocean liner 0.0754479 drilling platform, offshore rig 0.0443306 lifeboat |
0.4815383 container ship, containership, container vessel 0.1295195 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0871743 liner, ocean liner 0.0754479 drilling platform, offshore rig 0.0443306 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 | 0.5054843 container ship, containership, container vessel 0.1381763 liner, ocean liner 0.1096084 lifeboat 0.0488942 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0391356 dock, dockage, docking facility |
0.5054846 container ship, containership, container vessel 0.1381764 liner, ocean liner 0.1096084 lifeboat 0.0488943 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0391356 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 | 0.4437841 container ship, containership, container vessel 0.1626776 liner, ocean liner 0.1526763 fireboat 0.0544351 drilling platform, offshore rig 0.0301812 lifeboat |
0.4437841 container ship, containership, container vessel 0.1626776 liner, ocean liner 0.1526763 fireboat 0.0544351 drilling platform, offshore rig 0.0301812 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 | 0.2582871 fireboat 0.1723090 container ship, containership, container vessel 0.0802876 submarine, pigboat, sub, U-boat 0.0741720 dock, dockage, docking facility 0.0685665 lifeboat |
0.2582867 fireboat 0.1723089 container ship, containership, container vessel 0.0802877 submarine, pigboat, sub, U-boat 0.0741720 dock, dockage, docking facility 0.0685664 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 | 0.1832905 liner, ocean liner 0.1429244 dock, dockage, docking facility 0.1115880 container ship, containership, container vessel 0.0981138 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0713594 catamaran |
0.1832904 liner, ocean liner 0.1429242 dock, dockage, docking facility 0.1115880 container ship, containership, container vessel 0.0981140 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0713595 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 | 0.4914674 drilling platform, offshore rig 0.0997836 liner, ocean liner 0.0924061 beacon, lighthouse, beacon light, pharos 0.0397039 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0386206 catamaran |
0.4914673 drilling platform, offshore rig 0.0997838 liner, ocean liner 0.0924062 beacon, lighthouse, beacon light, pharos 0.0397038 breakwater, groin, groyne, mole, bulwark, seawall, jetty 0.0386206 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 |
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[ 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.