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<h1 id="space-title">🌟 MindBigData Leaderboard 🌟</h1>
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📐 The 🤗 Open MindBigData Leaderboard aims to track, rank and evaluate
Brain EEG models related to the papers:<br>
<span style="color: rgb(31, 41, 55); font-family: "Source Sans Pro", ui-sans-serif, "system-ui", sans-serif; font-size: 16px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: start; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; background-color: rgb(255, 255, 255); text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;">
🤗</span><a href="https://huggingface.co/datasets/DavidVivancos/MindBigData2022_MNIST_IN" target="_blank">MindBigData 2022 A Large Dataset of Brain Signals</a><br>
<span style="color: rgb(31, 41, 55); font-family: "Source Sans Pro", ui-sans-serif, "system-ui", sans-serif; font-size: 16px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: start; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; background-color: rgb(255, 255, 255); text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial; display: inline !important; float: none;">
🤗</span><a href="https://huggingface.co/datasets/DavidVivancos/MindBigData2023_MNIST-8B" target="_blank">MindBigData2023_MNIST-8B
</a> <br>🤗 Submit a model or paper in
the comments</div>
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<td class="auto-style1" style="width: 149px"><strong>Accuracy</strong></td>
<td class="auto-style1" style="width: 257px"><strong>Model</strong></td>
<td class="auto-style1" style="width: 340px"><strong>DataSet</strong></td>
<td class="auto-style1" style="width: 495px"><strong>Who?</strong></td>
<td class="auto-style1" style="width: 228px"><strong>Paper</strong></td>
<td class="auto-style1"><strong>Code</strong></td>
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<td class="auto-style2" style="width: 149px"><strong>98.97%</strong> *<br>
<strong>89.62%</strong> **</td>
<td class="auto-style2" style="width: 257px">BrainDigiCNN</td>
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<a href="https://huggingface.co/datasets/DavidVivancos/MindBigData2022_MNIST_EP" target="_blank">
MindBigData2022_MNIST_EP</a> *<br>
<a href="https://huggingface.co/datasets/DavidVivancos/MindBigData2022_MNIST_IN">MindBigData2022_MNIST_IN</a> **</td>
<td class="auto-style2" style="width: 495px">Smita Tiwari, Shivani Goel and Arpit Bhardwaj </td>
<td class="auto-style2" style="width: 228px">
<a href="https://link.springer.com/article/10.1007/s13369-022-07313-3" target="_blank">
abs</a> 🔒</td>
<td class="auto-style2">n/a</td>
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<td class="auto-style2" style="width: 149px"><strong>96.18%</strong> *<br>71.60% **</td>
<td class="auto-style2" style="width: 257px">CNN-GAN</td>
<td class="auto-style2" style="width: 340px">
<a href="https://huggingface.co/datasets/DavidVivancos/MindBigData2022_Imagenet_MU" target="_blank">MindBigData2022_MNIST_MU</a>
*<br>
<a href="https://huggingface.co/datasets/DavidVivancos/MindBigData2022_MNIST_EP" target="_blank">
MindBigData2022_MNIST_EP</a> **</td>
<td class="auto-style2" style="width: 495px">Nrushingh Charan Mahapatra and Prachet Bhuyan</td>
<td class="auto-style2" style="width: 228px">
<a href="https://iopscience.iop.org/article/10.1088/1741-2552/acc976/meta" target="_blank">
abs</a> 🔒</td>
<td class="auto-style2">n/a</td>
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<td class="auto-style2" style="width: 149px">95.4%</td>
<td class="auto-style2" style="width: 257px">CNN-GAN</td>
<td class="auto-style2" style="width: 340px">
<a href="https://huggingface.co/datasets/DavidVivancos/MindBigData2022_MNIST_EP" target="_blank">
MindBigData2022_MNIST_EP</a></td>
<td class="auto-style2" style="width: 495px">Nastaran Khaleghi,
Shaghayegh Hashemi, Sevda Zafarmandi Ardabili, Sobhan
Sheykhivand and Sebelan Danishvar</td>
<td class="auto-style2" style="width: 228px">
<a href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10708586/pdf/sensors-23-09351.pdf" target="_blank">
pdf</a></td>
<td class="auto-style2">n/a</td>
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<td style="width: 149px" class="auto-style2">88%</td>
<td style="width: 257px" class="auto-style2">R-CNN</td>
<td style="width: 340px" class="auto-style2">
<a href="https://huggingface.co/datasets/DavidVivancos/MindBigData2022_Imagenet_MU" target="_blank">MindBigData2022_MNIST_MU</a></td>
<td style="width: 495px" class="auto-style2">Andrew Perez</td>
<td style="width: 228px" class="auto-style2">
<a href="https://colab.research.google.com/drive/1q1mvIC1xgEuPNNvgASrAG7zie3qRjr-8" target="_blank">
colab</a></td>
<td style="height: 22px" class="auto-style2">yeyes</td>
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<td class="auto-style2" style="width: 149px"><strong>73.54%</strong> *<br>72.91% **r>
72.39% ***<br></td>
<td class="auto-style2" style="width: 257px">CNN* <br>LSTM** <br>DNN***</td>
<td class="auto-style2" style="width: 340px">
<a href="https://huggingface.co/datasets/DavidVivancos/MindBigData2022_MNIST_EP" target="_blank">
MindBigData2022_Imagenet_IN</a></td>
<td class="auto-style2" style="width: 495px">Saumya Kushwaha, Priyanka Jain and N. K. Jain</td>
<td class="auto-style2" style="width: 228px">
<a href="https://scholar.google.com/scholar?oi=bibs&hl=en&cluster=4679500355112375870" target="_blank">
book</a> 🔒</td>
<td class="auto-style2">n/a</td>
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<td class="auto-style2" style="width: 149px">16.69%</td>
<td class="auto-style2" style="width: 257px">EEGNet-8,2</td>
<td class="auto-style2" style="width: 340px">
<a href="https://huggingface.co/datasets/DavidVivancos/MindBigData2022_MNIST_EP" target="_blank">
MindBigData2022_MNIST_EP</a></td>
<td class="auto-style2" style="width: 495px">Xia Chen, Xiangbin Teng, Han Chen, Yafeng Pan and Philipp Geyer</td>
<td class="auto-style2" style="width: 228px">
<a href="https://arxiv.org/pdf/2207.12369.pdf" target="_blank">
pdf</a></td>
<td class="auto-style2">n/a</td>
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