Pre-Trained Weights¶
LeNet¶
ConvNet Image Classification
class lucid.weights.LeNet_1_Weights(Enum)
class lucid.weights.LeNet_4_Weights(Enum)
class lucid.weights.LeNet_5_Weights(Enum)
Enum Name |
Tag |
Dataset |
Parameter Size |
File Size |
Metric (acc@1) |
---|---|---|---|---|---|
LeNet_1_Weights |
MNIST |
mnist |
3,246 |
13.4 KB |
0.7937 |
LeNet_4_Weights |
MNIST |
mnist |
18,378 |
74.1 KB |
0.8210 |
LeNet_5_Weights |
MNIST |
mnist |
61,706 |
248 KB |
0.9981 |
AlexNet¶
ConvNet Image Classification
class lucid.weights.AlexNet_Weights(Enum)
Enum Name |
Tag |
Dataset |
Parameter Size |
File Size |
Metric (acc@1) |
Metric (acc@5) |
---|---|---|---|---|---|---|
AlexNet_Weights |
IMAGENET1K |
imagenet_1k |
61,100,840 |
244 MB |
0.5652 |
0.7906 |
VGGNet¶
ConvNet Image Classification
class lucid.weights.VGGNet_11_Weights(Enum)
class lucid.weights.VGGNet_13_Weights(Enum)
class lucid.weights.VGGNet_16_Weights(Enum)
class lucid.weights.VGGNet_19_Weights(Enum)
Enum Name |
Tag |
Dataset |
Parameter Size |
File Size |
Metric (acc@1) |
Metric (acc@5) |
---|---|---|---|---|---|---|
VGGNet_11_Weights |
IMAGENET1K |
imagenet_1k |
132,863,336 |
531 MB |
0.6902 |
0.8863 |
VGGNet_13_Weights |
IMAGENET1K |
imagenet_1k |
133,047,848 |
532 MB |
0.6992 |
0.8924 |
VGGNet_16_Weights |
IMAGENET1K |
imagenet_1k |
138,357,544 |
553 MB |
0.7159 |
0.9038 |
VGGNet_19_Weights |
IMAGENET1K |
imagenet_1k |
1436,67,240 |
575 MB |
0.7237 |
0.9087 |
ResNet¶
ConvNet Image Classification
class lucid.weights.ResNet_18_Weights(Enum)
class lucid.weights.ResNet_34_Weights(Enum)
class lucid.weights.ResNet_50_Weights(Enum)
class lucid.weights.ResNet_101_Weights(Enum)
class lucid.weights.ResNet_152_Weights(Enum)
Enum Name |
Tag |
Dataset |
Parameter Size |
File Size |
Metric (acc@1) |
Metric (acc@5) |
---|---|---|---|---|---|---|
ResNet_18_Weights |
IMAGENET1K |
imagenet_1k |
11,689,512 |
44.7 MB |
0.6976 |
0.8907 |
ResNet_34_Weights |
IMAGENET1K |
imagenet_1k |
21,797,672 |
83.3 MB |
0.7331 |
0.9124 |
ResNet_50_Weights |
IMAGENET1K |
imagenet_1k |
25,557,032 |
97.8 MB |
0.7613 |
0.9286 |
ResNet_101_Weights |
IMAGENET1K |
imagenet_1k |
44,549,160 |
170 MB |
0.7737 |
0.9534 |
ResNet_152_Weights |
IMAGENET1K |
imagenet_1k |
60,192,808 |
230 MB |
0.7831 |
0.9600 |
class lucid.weights.Wide_ResNet_50_Weights(Enum)
class lucid.weights.Wide_ResNet_101_Weights(Enum)
Enum Name |
Tag |
Dataset |
Parameter Size |
File Size |
Metric (acc@1) |
Metric (acc@5) |
---|---|---|---|---|---|---|
Wide_ResNet_50_Weights |
IMAGENET1K |
imagenet_1k |
68,883,240 |
131 MB |
0.7846 |
0.9409 |
Wide_ResNet_101_Weights |
IMAGENET1K |
imagenet_1k |
126,886,696 |
242 MB |
0.7885 |
0.9248 |
ResNeXt¶
ConvNet Image Classification
class lucid.weights.ResNeXt_50_32X4D_Weights(Enum)
class lucid.weights.ResNeXt_101_32X8D_Weights(Enum)
class lucid.weights.ResNeXt_101_64X4D_Weights(Enum)
Enum Name |
Tag |
Dataset |
Parameter Size |
File Size |
Metric (acc@1) |
Metric (acc@5) |
---|---|---|---|---|---|---|
ResNeXt_50_32X4D_Weights |
IMAGENET1K |
imagenet_1k |
25,028,904 |
95.7 MB |
0.7761 |
0.9370 |
ResNeXt_101_32X8D_Weights |
IMAGENET1K |
imagenet_1k |
88,791,336 |
339 MB |
0.7931 |
0.9457 |
ResNeXt_101_64X4D_Weights |
IMAGENET1K |
imagenet_1k |
83,455,272 |
319 MB |
0.8325 |
0.9645 |
DenseNet¶
ConvNet Image Classification
class lucid.weights.DenseNet_121_Weights(Enum)
class lucid.weights.DenseNet_169_Weights(Enum)
class lucid.weights.DenseNet_201_Weights(Enum)
Enum Name |
Tag |
Dataset |
Parameter Size |
File Size |
Metric (acc@1) |
Metric (acc@5) |
---|---|---|---|---|---|---|
DenseNet_121_Weights |
IMAGENET1K |
imagenet_1k |
7,978,856 |
30.8 MB |
0.7434 |
0.9197 |
DenseNet_169_Weights |
IMAGENET1K |
imagenet_1k |
14,149,480 |
54.7 MB |
0.7560 |
0.9281 |
DenseNet_201_Weights |
IMAGENET1K |
imagenet_1k |
20,013,928 |
77.3 MB |
0.7690 |
0.9337 |
MobileNet¶
ConvNet Image Classification
class lucid.weights.MobileNet_V2_Weights(Enum)
class lucid.weights.MobileNet_V3_Small_Weights(Enum)
class lucid.weights.MobileNet_V3_Large_Weights(Enum)
Enum Name |
Tag |
Dataset |
Parameter Size |
File Size |
Metric (acc@1) |
Metric (acc@5) |
---|---|---|---|---|---|---|
MobileNet_V2_Weights |
IMAGENET1K |
imagenet_1k |
3,504,872 |
13.5 MB |
0.7188 |
0.9029 |
MobileNet_V3_Small_Weights |
IMAGENET1K |
imagenet_1k |
2,542,856 |
9.82 MB |
0.6767 |
0.8740 |
MobileNet_V3_Large_Weights |
IMAGENET1K |
imagenet_1k |
5,483,032 |
21.11 MB |
0.7404 |
0.9134 |