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improved tables (#209)
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@DonkeyShot21
DonkeyShot21 authored Dec 20, 2021
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Expand Up @@ -167,42 +167,42 @@ All pretrained models avaiable can be downloaded directly via the tables below o

### CIFAR-10

| Method | Backbone | Epochs | Dali | Acc@1 (online) | Acc@1 (offline) | Acc@5 (online) | Acc@5 (offline) | Checkpoint |
|--------------|:--------:|:------:|:----:|:--------------:|:---------------:|:--------------:|:---------------:|:----------:|
| Barlow Twins | ResNet18 | 1000 | :x: | 92.10 | | 99.73 | | [:link:](https://drive.google.com/drive/folders/1L5RAM3lCSViD2zEqLtC-GQKVw6mxtxJ_?usp=sharing) |
| BYOL | ResNet18 | 1000 | :x: | 92.58 | | 99.79 | | [:link:](https://drive.google.com/drive/folders/1KxeYAEE7Ev9kdFFhXWkPZhG-ya3_UwGP?usp=sharing) |
|DeepCluster V2| ResNet18 | 1000 | :x: | 88.85 | | 99.58 | | [:link:](https://drive.google.com/drive/folders/1tkEbiDQ38vZaQUsT6_vEpxbDxSUAGwF-?usp=sharing) |
| DINO | ResNet18 | 1000 | :x: | 89.52 | | 99.71 | | [:link:](https://drive.google.com/drive/folders/1vyqZKUyP8sQyEyf2cqonxlGMbQC-D1Gi?usp=sharing) |
| MoCo V2+ | ResNet18 | 1000 | :x: | 92.94 | | 99.79 | | [:link:](https://drive.google.com/drive/folders/1ruNFEB3F-Otxv2Y0p62wrjA4v5Fr2cKC?usp=sharing) |
| NNCLR | ResNet18 | 1000 | :x: | 91.88 | | 99.78 | | [:link:](https://drive.google.com/drive/folders/1xdCzhvRehPmxinphuiZqFlfBwfwWDcLh?usp=sharing) |
| ReSSL | ResNet18 | 1000 | :x: | 90.63 | | 99.62 | | [:link:](https://drive.google.com/drive/folders/1jrFcztY2eO_fG98xPshqOD15pDIhLXp-?usp=sharing) |
| SimCLR | ResNet18 | 1000 | :x: | 90.74 | | 99.75 | | [:link:](https://drive.google.com/drive/folders/1mcvWr8P2WNJZ7TVpdLHA_Q91q4VK3y8O?usp=sharing) |
| Simsiam | ResNet18 | 1000 | :x: | 90.51 | | 99.72 | | [:link:](https://drive.google.com/drive/folders/1OO_igM3IK5oDw7GjQTNmdfg2I1DH3xOk?usp=sharing) |
| SupCon | ResNet18 | 1000 | :x: | 93.82 | | 99.65 | | [:link:](https://drive.google.com/drive/folders/1VwZ9TrJXCpnxyo7P_l397yGrGH-DAUv-?usp=sharing) |
| SwAV | ResNet18 | 1000 | :x: | 89.17 | | 99.68 | | [:link:](https://drive.google.com/drive/folders/1nlJH4Ljm8-5fOIeAaKppQT6gtsmmW1T0?usp=sharing) |
| VIbCReg | ResNet18 | 1000 | :x: | 91.18 | | 99.74 | | [:link:](https://drive.google.com/drive/folders/1XvxUOnLPZlC_-OkeuO7VqXT7z9_tNVk7?usp=sharing) |
| VICReg | ResNet18 | 1000 | :x: | 92.07 | | 99.74 | | [:link:](https://drive.google.com/drive/folders/159ZgCxocB7aaHxwNDubnAWU71zXV9hn-?usp=sharing) |
| W-MSE | ResNet18 | 1000 | :x: | 88.67 | | 99.68 | | [:link:](https://drive.google.com/drive/folders/1xPCiULzQ4JCmhrTsbxBp9S2jRZ01KiVM?usp=sharing) |
| Method | Backbone | Epochs | Dali | Acc@1 | Acc@5 | Checkpoint |
|--------------|:--------:|:------:|:----:|:--------------:|:--------------:|:----------:|
| Barlow Twins | ResNet18 | 1000 | :x: | 92.10 | 99.73 | [:link:](https://drive.google.com/drive/folders/1L5RAM3lCSViD2zEqLtC-GQKVw6mxtxJ_?usp=sharing) |
| BYOL | ResNet18 | 1000 | :x: | 92.58 | 99.79 | [:link:](https://drive.google.com/drive/folders/1KxeYAEE7Ev9kdFFhXWkPZhG-ya3_UwGP?usp=sharing) |
|DeepCluster V2| ResNet18 | 1000 | :x: | 88.85 | 99.58 | [:link:](https://drive.google.com/drive/folders/1tkEbiDQ38vZaQUsT6_vEpxbDxSUAGwF-?usp=sharing) |
| DINO | ResNet18 | 1000 | :x: | 89.52 | 99.71 | [:link:](https://drive.google.com/drive/folders/1vyqZKUyP8sQyEyf2cqonxlGMbQC-D1Gi?usp=sharing) |
| MoCo V2+ | ResNet18 | 1000 | :x: | 92.94 | 99.79 | [:link:](https://drive.google.com/drive/folders/1ruNFEB3F-Otxv2Y0p62wrjA4v5Fr2cKC?usp=sharing) |
| NNCLR | ResNet18 | 1000 | :x: | 91.88 | 99.78 | [:link:](https://drive.google.com/drive/folders/1xdCzhvRehPmxinphuiZqFlfBwfwWDcLh?usp=sharing) |
| ReSSL | ResNet18 | 1000 | :x: | 90.63 | 99.62 | [:link:](https://drive.google.com/drive/folders/1jrFcztY2eO_fG98xPshqOD15pDIhLXp-?usp=sharing) |
| SimCLR | ResNet18 | 1000 | :x: | 90.74 | 99.75 | [:link:](https://drive.google.com/drive/folders/1mcvWr8P2WNJZ7TVpdLHA_Q91q4VK3y8O?usp=sharing) |
| Simsiam | ResNet18 | 1000 | :x: | 90.51 | 99.72 | [:link:](https://drive.google.com/drive/folders/1OO_igM3IK5oDw7GjQTNmdfg2I1DH3xOk?usp=sharing) |
| SupCon | ResNet18 | 1000 | :x: | 93.82 | 99.65 | [:link:](https://drive.google.com/drive/folders/1VwZ9TrJXCpnxyo7P_l397yGrGH-DAUv-?usp=sharing) |
| SwAV | ResNet18 | 1000 | :x: | 89.17 | 99.68 | [:link:](https://drive.google.com/drive/folders/1nlJH4Ljm8-5fOIeAaKppQT6gtsmmW1T0?usp=sharing) |
| VIbCReg | ResNet18 | 1000 | :x: | 91.18 | 99.74 | [:link:](https://drive.google.com/drive/folders/1XvxUOnLPZlC_-OkeuO7VqXT7z9_tNVk7?usp=sharing) |
| VICReg | ResNet18 | 1000 | :x: | 92.07 | 99.74 | [:link:](https://drive.google.com/drive/folders/159ZgCxocB7aaHxwNDubnAWU71zXV9hn-?usp=sharing) |
| W-MSE | ResNet18 | 1000 | :x: | 88.67 | 99.68 | [:link:](https://drive.google.com/drive/folders/1xPCiULzQ4JCmhrTsbxBp9S2jRZ01KiVM?usp=sharing) |


### CIFAR-100

| Method | Backbone | Epochs | Dali | Acc@1 (online) | Acc@1 (offline) | Acc@5 (online) | Acc@5 (offline) | Checkpoint |
|--------------|:--------:|:------:|:----:|:--------------:|:---------------:|:--------------:|:---------------:|:----------:|
| Barlow Twins | ResNet18 | 1000 | :x: | 70.90 | | 91.91 | | [:link:](https://drive.google.com/drive/folders/1hDLSApF3zSMAKco1Ck4DMjyNxhsIR2yq?usp=sharing) |
| BYOL | ResNet18 | 1000 | :x: | 70.46 | | 91.96 | | [:link:](https://drive.google.com/drive/folders/1hwsEdsfsUulD2tAwa4epKK9pkSuvFv6m?usp=sharing) |
|DeepCluster V2| ResNet18 | 1000 | :x: | 63.61 | | 88.09 | | [:link:](https://drive.google.com/drive/folders/1gAKyMz41mvGh1BBOYdc_xu6JPSkKlWqK?usp=sharing) |
| DINO | ResNet18 | 1000 | :x: | 66.76 | | 90.34 | | [:link:](https://drive.google.com/drive/folders/1TxeZi2YLprDDtbt_y5m29t4euroWr1Fy?usp=sharing) |
| MoCo V2+ | ResNet18 | 1000 | :x: | 69.89 | | 91.65 | | [:link:](https://drive.google.com/drive/folders/15oWNM16vO6YVYmk_yOmw2XUrFivRXam4?usp=sharing) |
| NNCLR | ResNet18 | 1000 | :x: | 69.62 | | 91.52 | | [:link:](https://drive.google.com/drive/folders/1Dz72o0-5hugYPW1kCCQDBb0Xi3kzMLzu?usp=sharing) |
| ReSSL | ResNet18 | 1000 | :x: | 65.92 | | 89.73 | | [:link:](https://drive.google.com/drive/folders/1aVZs9cHAu6Ccz8ILyWkp6NhTsJGBGfjr?usp=sharing) |
| SimCLR | ResNet18 | 1000 | :x: | 65.78 | | 89.04 | | [:link:](https://drive.google.com/drive/folders/13pGPcOO9Y3rBoeRVWARgbMFEp8OXxZa0?usp=sharing) |
| Simsiam | ResNet18 | 1000 | :x: | 66.04 | | 89.62 | | [:link:](https://drive.google.com/drive/folders/1AJUPmsIHh_nqEcFe-Vcz2o4ruEibFHWO?usp=sharing) |
| SupCon | ResNet18 | 1000 | :x: | 70.38 | | 89.57 | | [:link:](https://drive.google.com/drive/folders/15C68oHPDMAOPtmBAm_Xw6YI6GgOW00gM?usp=sharing) |
| SwAV | ResNet18 | 1000 | :x: | 64.88 | | 88.78 | | [:link:](https://drive.google.com/drive/folders/1U_bmyhlPEN941hbx0SdRGOT4ivCarQB9?usp=sharing) |
| VIbCReg | ResNet18 | 1000 | :x: | 67.37 | | 90.07 | | [:link:](https://drive.google.com/drive/folders/19u3p1maX3xqwoCHNrqSDb98J5fRvd_6v?usp=sharing) |
| VICReg | ResNet18 | 1000 | :x: | 68.54 | | 90.83 | | [:link:](https://drive.google.com/drive/folders/1AHmVf_Zl5fikkmR4X3NWlmMOnRzfv0aT?usp=sharing) |
| W-MSE | ResNet18 | 1000 | :x: | 61.33 | | 87.26 | | [:link:](https://drive.google.com/drive/folders/1vc9j3RLpVCbECh6o-44oMiE5snNyKPlF?usp=sharing) |
| Method | Backbone | Epochs | Dali | Acc@1 | Acc@5 | Checkpoint |
|--------------|:--------:|:------:|:----:|:--------------:|:--------------:|:----------:|
| Barlow Twins | ResNet18 | 1000 | :x: | 70.90 | 91.91 | [:link:](https://drive.google.com/drive/folders/1hDLSApF3zSMAKco1Ck4DMjyNxhsIR2yq?usp=sharing) |
| BYOL | ResNet18 | 1000 | :x: | 70.46 | 91.96 | [:link:](https://drive.google.com/drive/folders/1hwsEdsfsUulD2tAwa4epKK9pkSuvFv6m?usp=sharing) |
|DeepCluster V2| ResNet18 | 1000 | :x: | 63.61 | 88.09 | [:link:](https://drive.google.com/drive/folders/1gAKyMz41mvGh1BBOYdc_xu6JPSkKlWqK?usp=sharing) |
| DINO | ResNet18 | 1000 | :x: | 66.76 | 90.34 | [:link:](https://drive.google.com/drive/folders/1TxeZi2YLprDDtbt_y5m29t4euroWr1Fy?usp=sharing) |
| MoCo V2+ | ResNet18 | 1000 | :x: | 69.89 | 91.65 | [:link:](https://drive.google.com/drive/folders/15oWNM16vO6YVYmk_yOmw2XUrFivRXam4?usp=sharing) |
| NNCLR | ResNet18 | 1000 | :x: | 69.62 | 91.52 | [:link:](https://drive.google.com/drive/folders/1Dz72o0-5hugYPW1kCCQDBb0Xi3kzMLzu?usp=sharing) |
| ReSSL | ResNet18 | 1000 | :x: | 65.92 | 89.73 | [:link:](https://drive.google.com/drive/folders/1aVZs9cHAu6Ccz8ILyWkp6NhTsJGBGfjr?usp=sharing) |
| SimCLR | ResNet18 | 1000 | :x: | 65.78 | 89.04 | [:link:](https://drive.google.com/drive/folders/13pGPcOO9Y3rBoeRVWARgbMFEp8OXxZa0?usp=sharing) |
| Simsiam | ResNet18 | 1000 | :x: | 66.04 | 89.62 | [:link:](https://drive.google.com/drive/folders/1AJUPmsIHh_nqEcFe-Vcz2o4ruEibFHWO?usp=sharing) |
| SupCon | ResNet18 | 1000 | :x: | 70.38 | 89.57 | [:link:](https://drive.google.com/drive/folders/15C68oHPDMAOPtmBAm_Xw6YI6GgOW00gM?usp=sharing) |
| SwAV | ResNet18 | 1000 | :x: | 64.88 | 88.78 | [:link:](https://drive.google.com/drive/folders/1U_bmyhlPEN941hbx0SdRGOT4ivCarQB9?usp=sharing) |
| VIbCReg | ResNet18 | 1000 | :x: | 67.37 | 90.07 | [:link:](https://drive.google.com/drive/folders/19u3p1maX3xqwoCHNrqSDb98J5fRvd_6v?usp=sharing) |
| VICReg | ResNet18 | 1000 | :x: | 68.54 | 90.83 | [:link:](https://drive.google.com/drive/folders/1AHmVf_Zl5fikkmR4X3NWlmMOnRzfv0aT?usp=sharing) |
| W-MSE | ResNet18 | 1000 | :x: | 61.33 | 87.26 | [:link:](https://drive.google.com/drive/folders/1vc9j3RLpVCbECh6o-44oMiE5snNyKPlF?usp=sharing) |

### ImageNet-100

Expand All @@ -218,7 +218,7 @@ All pretrained models avaiable can be downloaded directly via the tables below o
| ReSSL | ResNet18 | 400 | :heavy_check_mark: | 76.92 | 78.48 | 94.20 | 94.24 | [:link:](https://drive.google.com/drive/folders/1urWIFACLont4GAduis6l0jcEbl080c9U?usp=sharing) |
| SimCLR :rocket: | ResNet18 | 400 | :heavy_check_mark: | 77.04 | 77.48 | 94.02 | 93.42 | [:link:](https://drive.google.com/drive/folders/1yxAVKnc8Vf0tDfkixSB5mXe7dsA8Ll37?usp=sharing) |
| Simsiam | ResNet18 | 400 | :heavy_check_mark: | 74.54 | 78.72 | 93.16 | 94.78 | [:link:](https://drive.google.com/drive/folders/1Bc8Xj-Z7ILmspsiEQHyQsTOn4M99F_f5?usp=sharing) |
| SupCon | ResNet18 | 400 | :heavy_check_mark: | 84.40 | | 95.72 | | [:link:](https://drive.google.com/drive/folders/1BzR0nehkCKpnLhi-oeDynzzUcCYOCUJi?usp=sharing) |
| SupCon | ResNet18 | 400 | :heavy_check_mark: | 84.40 | TODO | 95.72 | TODO | [:link:](https://drive.google.com/drive/folders/1BzR0nehkCKpnLhi-oeDynzzUcCYOCUJi?usp=sharing) |
| SwAV | ResNet18 | 400 | :heavy_check_mark: | 74.04 | 74.28 | 92.70 | 92.84 | [:link:](https://drive.google.com/drive/folders/1VWCMM69sokzjVoPzPSLIsUy5S2Rrm1xJ?usp=sharing) |
| VIbCReg | ResNet18 | 400 | :heavy_check_mark: | 79.86 | 79.38 | 94.98 | 94.60 | [:link:](https://drive.google.com/drive/folders/1Q06hH18usvRwj2P0bsmoCkjNUX_0syCK?usp=sharing) |
| VICReg :rocket: | ResNet18 | 400 | :heavy_check_mark: | 79.22 | 79.40 | 95.06 | 95.02 | [:link:](https://drive.google.com/drive/folders/1uWWR5VBUru8vaHaGeLicS6X3R4CfZsr2?usp=sharing) |
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