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3d01ffeb
编写于
11月 22, 2022
作者:
C
cuicheng01
提交者：
cuicheng01
11月 23, 2022
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@@ -706,21 +706,20 @@ DeiT（Data-efficient Image Transformers）系列模型的精度、速度指标
## NextViT 系列 <sup>[[35](#ref47)]</sup>
关于 NextViT 系列模型的精度、速度指标如下表所示，更多介绍可以参考：
[
NextViT 系列模型文档
](
NextViT.md
)
。
| 模型 | Top-1 Acc | Top-5 Acc | time(ms)
<br>
bs=1 | time(ms)
<br>
bs=4 | FLOPs(G) | Params(M) | 预训练模型下载地址 | inference模型下载地>址 |
| ---------- | --------- | --------- | ---------------- | ---------------- | -------- | --------- | ------------------------------------------------------------ | ------------------------------------------------------------ |
| NextViT_small_224 | 0.8248 | 0.9616 | - | - | 5.79 | 31.80 |
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/NextViT_small_224_pretrained.pdparams
)
|
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/inference/NextViT_small_224_infer.tar
)
|
| NextViT_base_224 | 0.8324 | 0.9658 | - | - | 8.26 | 44.88 |
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/NextViT_base_224_pretrained.pdparams
)
|
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/inference/NextViT_base_224_infer.tar
)
|
| NextViT_large_224 | 0.8363 | 0.9661 | - | - | 10.73 | 57.95 |
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/NextViT_large_224_pretrained.pdparams
)
|
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/inference/NextViT_large_224_infer.tar
)
|
| NextViT_small_384 | 0.8401 | 0.9698 | - | - | 17.00 | 31.80 |
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/NextViT_small_384_pretrained.pdparams
)
|
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/inference/NextViT_small_384_infer.tar
)
|
| NextViT_base_384 | 0.8465 | 0.9723 | - | - |24.27 | 44.88 |
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/NextViT_base_384_pretrained.pdparams
)
|
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/inference/NextViT_base_384_infer.tar
)
|
| NextViT_large_384 | 0.8492 | 0.9728 | - | - | 31.53 | 57.95 |
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/NextViT_large_384_pretrained.pdparams
)
|
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/inference/NextViT_large_384_infer.tar
)
|
| NextViT_small_224_ssld | 0.8472 | 0.9734 | - | - | 5.79 | 31.80 |
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/NextViT_small_224_ssld_pretrained.pdparams
)
|
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/inference/NextViT_small_224_ssld_infer.tar
)
|
| NextViT_base_224_ssld | 0.8500 | 0.9753 | - | - | 8.26 | 44.88 |
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/NextViT_base_224_ssld_pretrained.pdparams
)
|
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/inference/NextViT_base_224_ssld_infer.tar
)
|
| NextViT_large_224_ssld | 0.8536 | 0.9762 | - | - | 10.73 | 57.95 |
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/NextViT_large_224_ssld_pretrained.pdparams
)
|
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/inference/NextViT_large_224_ssld_infer.tar
)
|
| NextViT_small_384_ssld | 0.8597 | 0.9790 | - | - | 17.00 | 31.80 |
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/NextViT_small_384_ssld_pretrained.pdparams
)
|
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/inference/NextViT_small_384_ssld_infer.tar
)
|
| NextViT_base_384_ssld | 0.8634 | 0.9806 | - | - |24.27 | 44.88 |
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/NextViT_base_384_ssld_pretrained.pdparams
)
|
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/inference/NextViT_base_384_ssld_infer.tar
)
|
| NextViT_large_384_ssld | 0.8654 | 0.9814 | - | - | 31.53 | 57.95 |
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/NextViT_large_384_ssld_pretrained.pdparams
)
|
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/inference/NextViT_large_384_ssld_infer.tar
)
|
| 模型 | Top-1 Acc | Top-5 Acc | time(ms)
<br>
bs=1 | time(ms)
<br>
bs=4 | time(ms)
<br/>
bs=8 | FLOPs(G) | Params(M) | 预训练模型下载地址 | inference模型下载地址 |
| ---------- | --------- | --------- | ---------------- | ---------------- | -------- | --------- | ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ |
| NextViT_small_224 | 0.8248 | 0.9616 | - | - | - | 5.79 | 31.80 |
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/NextViT_small_224_pretrained.pdparams
)
|
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/inference/NextViT_small_224_infer.tar
)
|
| NextViT_base_224 | 0.8324 | 0.9658 | - | - | - | 8.26 | 44.88 |
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/NextViT_base_224_pretrained.pdparams
)
|
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/inference/NextViT_base_224_infer.tar
)
|
| NextViT_large_224 | 0.8363 | 0.9661 | - | - | - | 10.73 | 57.95 |
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/NextViT_large_224_pretrained.pdparams
)
|
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/inference/NextViT_large_224_infer.tar
)
|
| NextViT_small_384 | 0.8401 | 0.9698 | - | - | - | 17.00 | 31.80 |
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/NextViT_small_384_pretrained.pdparams
)
|
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/inference/NextViT_small_384_infer.tar
)
|
| NextViT_base_384 | 0.8465 | 0.9723 | - | - | - | 24.27 | 44.88 |
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/NextViT_base_384_pretrained.pdparams
)
|
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/inference/NextViT_base_384_infer.tar
)
|
| NextViT_large_384 | 0.8492 | 0.9728 | - | - | - | 31.53 | 57.95 |
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/NextViT_large_384_pretrained.pdparams
)
|
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/inference/NextViT_large_384_infer.tar
)
|
| NextViT_small_224_ssld | 0.8472 | 0.9734 | - | - | - | 5.79 | 31.80 |
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/NextViT_small_224_ssld_pretrained.pdparams
)
|
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/inference/NextViT_small_224_ssld_infer.tar
)
|
| NextViT_base_224_ssld | 0.8500 | 0.9753 | - | - | - | 8.26 | 44.88 |
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/NextViT_base_224_ssld_pretrained.pdparams
)
|
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/inference/NextViT_base_224_ssld_infer.tar
)
|
| NextViT_large_224_ssld | 0.8536 | 0.9762 | - | - | - | 10.73 | 57.95 |
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/NextViT_large_224_ssld_pretrained.pdparams
)
|
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/inference/NextViT_large_224_ssld_infer.tar
)
|
| NextViT_small_384_ssld | 0.8597 | 0.9790 | - | - | - | 17.00 | 31.80 |
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/NextViT_small_384_ssld_pretrained.pdparams
)
|
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/inference/NextViT_small_384_ssld_infer.tar
)
|
| NextViT_base_384_ssld | 0.8634 | 0.9806 | - | - | - | 24.27 | 44.88 |
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/NextViT_base_384_ssld_pretrained.pdparams
)
|
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/inference/NextViT_base_384_ssld_infer.tar
)
|
| NextViT_large_384_ssld | 0.8654 | 0.9814 | - | - | - | 31.53 | 57.95 |
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/NextViT_large_384_ssld_pretrained.pdparams
)
|
[
下载链接
](
https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/inference/NextViT_large_384_ssld_infer.tar
)
|
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