Pre-Trained Weights¶
LeNet¶
ConvNet
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
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
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
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
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
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
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 |
Swin Transformer¶
Transformer Vision Transformer
class lucid.weights.Swin_Tiny_Weights(Enum)
class lucid.weights.Swin_Base_Weights(Enum)
Enum Name |
Tag |
Dataset |
Parameter Size |
File Size |
|---|---|---|---|---|
Swin_Tiny_Weights |
IMAGENET1K |
imagenet_1k |
28,288,354 |
115 MB |
Swin_Base_Weights |
IMAGENET1K |
imagenet_1k |
87,768,224 |
354 MB |
MaskFormer¶
Transformer Segmentation Transformer
class lucid.weights.MaskFormer_ResNet_50_Weights(Enum)
class lucid.weights.MaskFormer_ResNet_101_Weights(Enum)
Enum Name |
Tag |
Dataset |
Parameter Size |
File Size |
|---|---|---|---|---|
MaskFormer_ResNet_50_Weights |
ADE20K |
ADE20K |
41,307,863 |
166 MB |
MaskFormer_ResNet_101_Weights |
ADE20K |
ADE20K |
60,299,991 |
242 MB |
Mask2Former¶
Transformer Segmentation Transformer
class lucid.weights.Mask2Former_Swin_Tiny_Weights(Enum)
class lucid.weights.Mask2Former_Swin_Small_Weights(Enum)
class lucid.weights.Mask2Former_Swin_Base_Weights(Enum)
class lucid.weights.Mask2Former_Swin_Large_Weights(Enum)
Mask2Former-Swin-Tiny¶
Enum Name |
Tag |
Dataset |
Parameter Size |
File Size |
|---|---|---|---|---|
Mask2Former_Swin_Tiny_Weights |
ADE20K_SEMANTIC |
ade20k_semantic |
47,439,633 |
192 MB |
Mask2Former_Swin_Tiny_Weights |
COCO_INSTANCE |
coco_instance |
47,421,643 |
192 MB |
Mask2Former_Swin_Tiny_Weights |
COCO_PANOPTIC |
coco_panoptic |
47,435,264 |
192 MB |
Mask2Former_Swin_Tiny_Weights |
CITYSCAPES_SEMANTIC |
cityscapes_semantic |
47,405,966 |
192 MB |
Mask2Former_Swin_Tiny_Weights |
CITYSCAPES_INSTANCE |
cityscapes_instance |
47,403,139 |
192 MB |
Mask2Former_Swin_Tiny_Weights |
CITYSCAPES_PANOPTIC |
cityscapes_panoptic |
47,405,966 |
192 MB |
Mask2Former-Swin-Small¶
Enum Name |
Tag |
Dataset |
Parameter Size |
File Size |
|---|---|---|---|---|
Mask2Former_Swin_Small_Weights |
ADE20K_SEMANTIC |
ade20k_semantic |
68,757,537 |
278 MB |
Mask2Former_Swin_Small_Weights |
COCO_INSTANCE |
coco_instance |
68,739,547 |
278 MB |
Mask2Former_Swin_Small_Weights |
COCO_PANOPTIC |
coco_panoptic |
68,753,168 |
278 MB |
Mask2Former_Swin_Small_Weights |
CITYSCAPES_SEMANTIC |
cityscapes_semantic |
68,723,870 |
278 MB |
Mask2Former_Swin_Small_Weights |
CITYSCAPES_INSTANCE |
cityscapes_instance |
68,721,043 |
278 MB |
Mask2Former_Swin_Small_Weights |
CITYSCAPES_PANOPTIC |
cityscapes_panoptic |
68,723,870 |
278 MB |
Mask2Former-Swin-Base¶
Enum Name |
Tag |
Dataset |
Parameter Size |
File Size |
|---|---|---|---|---|
Mask2Former_Swin_Base_Weights |
ADE20K_SEMANTIC |
ade20k_semantic |
106,922,191 |
451 MB |
Mask2Former_Swin_Base_Weights |
COCO_INSTANCE |
coco_instance |
106,904,201 |
451 MB |
Mask2Former_Swin_Base_Weights |
COCO_PANOPTIC |
coco_panoptic |
106,917,822 |
451 MB |
Mask2Former_Swin_Base_Weights |
CITYSCAPES_SEMANTIC |
cityscapes_semantic |
106,888,524 |
451 MB |
Mask2Former_Swin_Base_Weights |
CITYSCAPES_INSTANCE |
cityscapes_instance |
106,885,697 |
451 MB |
Mask2Former_Swin_Base_Weights |
CITYSCAPES_PANOPTIC |
cityscapes_panoptic |
106,888,524 |
451 MB |
Mask2Former-Swin-Large¶
Enum Name |
Tag |
Dataset |
Parameter Size |
File Size |
|---|---|---|---|---|
Mask2Former_Swin_Large_Weights |
ADE20K_SEMANTIC |
ade20k_semantic |
215,488,779 |
885 MB |
Mask2Former_Swin_Large_Weights |
ADE20K_PANOPTIC |
ade20k_panoptic |
215,539,979 |
885 MB |
Mask2Former_Swin_Large_Weights |
COCO_INSTANCE |
coco_instance |
215,521,989 |
885 MB |
Mask2Former_Swin_Large_Weights |
COCO_PANOPTIC |
coco_panoptic |
215,535,610 |
885 MB |
Mask2Former_Swin_Large_Weights |
CITYSCAPES_SEMANTIC |
cityscapes_semantic |
215,455,112 |
885 MB |
Mask2Former_Swin_Large_Weights |
CITYSCAPES_INSTANCE |
cityscapes_instance |
215,503,485 |
885 MB |
Mask2Former_Swin_Large_Weights |
CITYSCAPES_PANOPTIC |
cityscapes_panoptic |
215,506,312 |
885 MB |
BERT¶
Transformer Encoder-Only Transformer
class lucid.weights.BERT_Weights(Enum)
Enum Name |
Tag |
Dataset |
Parameter Size |
File Size |
|---|---|---|---|---|
BERT_Weights |
PRE_TRAIN_BASE |
BookCorpus + English Wikipedia |
110,106,428 |
628 MB |
class lucid.weights.BERTForMaskedLM_Weights(Enum)
class lucid.weights.BERTForCausalLM_Weights(Enum)
class lucid.weights.BERTForNextSentencePrediction_Weights(Enum)
class lucid.weights.BERTForSequenceClassification_Weights(Enum)
class lucid.weights.BERTForTokenClassification_Weights(Enum)
class lucid.weights.BERTForQuestionAnswering_Weights(Enum)
Enum Name |
Tag |
Dataset |
Parameter Size |
File Size |
|---|---|---|---|---|
BERTForMaskedLM_Weights |
HF_BASE_UNCASED |
bert-base-uncased |
110,104,890 |
599 MB |
BERTForCausalLM_Weights |
HF_BASE_UNCASED |
bert-base-uncased |
110,104,890 |
599 MB |
BERTForNextSentencePrediction_Weights |
HF_BASE_UNCASED |
bert-base-uncased |
109,483,778 |
417.7 MB |
BERTForSequenceClassification_Weights |
SST2 |
GLUE SST-2 |
109,483,778 |
417.7 MB |
BERTForTokenClassification_Weights |
CONLL03 |
CoNLL-2003 |
108,317,193 |
413.2 MB |
BERTForQuestionAnswering_Weights |
SQUAD2 |
SQuAD2.0 |
108,311,810 |
413.2 MB |