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Yaoyao Liu
E3BM
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552b8094
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552b8094
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Jul 31, 2020
by
Yaoyao Liu
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Update README.md
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@@ -57,12 +57,12 @@ Experiment results for 5-way few-shot classification on ResNet-12 (same as [this
| Method | Backbone |𝑚𝑖𝑛𝑖 1-shot | 𝑚𝑖𝑛𝑖 5-shot | 𝒕𝒊𝒆𝒓𝒆𝒅 1-shot | 𝒕𝒊𝒆𝒓𝒆𝒅 5-shot |
| -------------- |---------- | ---------- | ---------- |------------ | ------------ |
|
[
`
ProtoNet
`
](
https://github.com/orobix/Prototypical-Networks-for-Few-shot-Learning-PyTorch
)
| ResNet-12 |
`60.37 ± 0.83`
|
`78.02 ± 0.57`
|
`65.65 ± 0.92`
|
`83.40 ± 0.65`
|
|
[
`
MatchNet
`
](
https://github.com/gitabcworld/MatchingNetworks
)
| ResNet-12 |
`63.08 ± 0.80`
|
`75.99 ± 0.60`
|
`68.50 ± 0.92`
|
`80.60 ± 0.71`
|
|
[
`
MetaOptNet
`
](
https://github.com/kjunelee/MetaOptNet
)
| ResNet-12 |
`62.64 ± 0.61`
|
`78.63 ± 0.46`
|
`65.99 ± 0.72`
|
`81.56 ± 0.53`
|
|
[
`
Meta-Baseline
`
](
https://github.com/cyvius96/few-shot-meta-baseline
)
| ResNet-12 |
`63.17 ± 0.23`
|
`79.26 ± 0.17`
|
`68.62 ± 0.27`
|
`83.29 ± 0.18`
|
|
[
`
CAN
`
](
https://github.com/blue-blue272/fewshot-CAN
)
| ResNet-12 |
`63.85 ± 0.48`
|
`79.44 ± 0.34`
|
`69.89 ± 0.51`
|
`84.93 ± 0.38`
|
|
`E3
BM (Ours)
`
| ResNet-12 |
`64.09 ± 0.37`
|
`80.29 ± 0.25`
|
`71.34 ± 0.41`
|
`85.82 ± 0.29`
|
|
[
ProtoNet
](
https://github.com/orobix/Prototypical-Networks-for-Few-shot-Learning-PyTorch
)
| ResNet-12 |
`60.37 ± 0.83`
|
`78.02 ± 0.57`
|
`65.65 ± 0.92`
|
`83.40 ± 0.65`
|
|
[
MatchNet
](
https://github.com/gitabcworld/MatchingNetworks
)
| ResNet-12 |
`63.08 ± 0.80`
|
`75.99 ± 0.60`
|
`68.50 ± 0.92`
|
`80.60 ± 0.71`
|
|
[
MetaOptNet
](
https://github.com/kjunelee/MetaOptNet
)
| ResNet-12 |
`62.64 ± 0.61`
|
`78.63 ± 0.46`
|
`65.99 ± 0.72`
|
`81.56 ± 0.53`
|
|
[
Meta-Baseline
](
https://github.com/cyvius96/few-shot-meta-baseline
)
| ResNet-12 |
`63.17 ± 0.23`
|
`79.26 ± 0.17`
|
`68.62 ± 0.27`
|
`83.29 ± 0.18`
|
|
[
CAN
](
https://github.com/blue-blue272/fewshot-CAN
)
| ResNet-12 |
`63.85 ± 0.48`
|
`79.44 ± 0.34`
|
`69.89 ± 0.51`
|
`84.93 ± 0.38`
|
|
E
<sup>
3
</sup>
BM (Ours) | ResNet-12 |
`64.09 ± 0.37`
|
`80.29 ± 0.25`
|
`71.34 ± 0.41`
|
`85.82 ± 0.29`
|
#### Running experiments
...
...
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