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Mention ImageNet in 1 Hour as "Goyal et al."
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sublee committed Sep 20, 2019
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4 changes: 2 additions & 2 deletions README.ko.md
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Expand Up @@ -110,13 +110,13 @@ Parallelism이 적용되지 않고 Checkpointing 오버헤드만 있어서 naive

### ResNet-101 정확도 벤치마크

배치크기 | torchgpipe | nn.DataParalle | 논문
배치크기 | torchgpipe | nn.DataParalle | Goyal et al.
--: | ---------: | ---------: | ---------:
256 | 21.99±0.13 | 22.02±0.11 | 22.08±0.06
1k | 22.24±0.19 | 22.04±0.24 | N/A
4k | 22.13±0.09 | N/A | N/A

[Accurate, Large Minibatch SGD 논문](https://arxiv.org/abs/1706.02677) 테이블
[Accurate, Large Minibatch SGD](https://arxiv.org/abs/1706.02677) 논문의 테이블
2(c)에 보고된 ResNet-101 정확도(오답률) 벤치마크를 재현했습니다.

[examples/resnet101_accuracy_benchmark](examples/resnet101_accuracy_benchmark)에서
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4 changes: 2 additions & 2 deletions README.md
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Expand Up @@ -119,15 +119,15 @@ The reproducible code can be found in

### ResNet-101 Accuracy Benchmark

Batch size | torchgpipe | nn.DataParallel | ImageNet in 1 Hour
Batch size | torchgpipe | nn.DataParallel | Goyal et al.
--: | ---------: | ---------: | ---------:
256 | 21.99±0.13 | 22.02±0.11 | 22.08±0.06
1k | 22.24±0.19 | 22.04±0.24 | N/A
4k | 22.13±0.09 | N/A | N/A

The table shows the reproduced accuracy(top-1 error rate) benchmark on
ResNet-101, as stated by reported in Table 2(c) of [Accurate, Large Minibatch
SGD paper](https://arxiv.org/abs/1706.02677).
SGD](https://arxiv.org/abs/1706.02677) paper.

The reproducible code can be found in
[examples/resnet101_accuracy_benchmark](examples/resnet101_accuracy_benchmark).
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