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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 |
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Brain EEG models related to the papers:<br> |
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<a href="https://huggingface.co/datasets/DavidVivancos/MindBigData2022_MNIST_IN" target="_blank"> |
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📝MindBigData 2022 A Large Dataset of Brain Signals</a> and |
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<a href="https://huggingface.co/datasets/DavidVivancos/MindBigData2023_MNIST-8B" target="_blank"> |
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📝MindBigData2023_MNIST-8B </a> <br>🚀 Submit a model or paper in |
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the community tab (Accuracy shown is multiclass prediction)<br><br></div> |
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<table style="width: 100%" class="auto-style3"> |
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<td class="auto-style1" style="width: 149px"><strong>Accuracy</strong></td> |
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<td class="auto-style1" style="width: 239px"><strong>Model</strong></td> |
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<td class="auto-style1" style="width: 459px"><strong>DataSet</strong></td> |
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<td class="auto-style1" style="width: 495px"><strong>Who?</strong></td> |
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<td class="auto-style1" style="width: 228px"><strong>Paper</strong></td> |
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<td class="auto-style1"><strong>Code</strong></td> |
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<td class="auto-style4" style="width: 149px"><strong>98.97%</strong> *<br> |
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<strong>89.62%</strong> **</td> |
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<td class="auto-style4" style="width: 239px">BrainDigiCNN</td> |
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<td class="auto-style4" style="width: 459px"> |
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<a href="https://huggingface.co/datasets/DavidVivancos/MindBigData2022_MNIST_EP" target="_blank"> |
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MindBigData2022_MNIST_EP</a> [3Gb] *<br> |
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<a href="https://huggingface.co/datasets/DavidVivancos/MindBigData2022_MNIST_IN">MindBigData2022_MNIST_IN</a> [201Mb] **</td> |
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<td class="auto-style4" style="width: 495px">Smita Tiwari, Shivani Goel and Arpit Bhardwaj </td> |
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<td class="auto-style4" style="width: 228px"> |
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<a href="https://link.springer.com/article/10.1007/s13369-022-07313-3" target="_blank"> |
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abs</a> 🔒 2023</td> |
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<td class="auto-style4">n/a</td> |
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<td class="auto-style4" style="width: 149px"><strong>96.18%</strong> *<br>71.60% **</td> |
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<td class="auto-style4" style="width: 239px">RNN</td> |
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<td class="auto-style4" style="width: 459px"> |
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<a href="https://huggingface.co/datasets/DavidVivancos/MindBigData2022_Imagenet_MU" target="_blank">MindBigData2022_MNIST_MU</a> [289Mb] |
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*<br> |
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<a href="https://huggingface.co/datasets/DavidVivancos/MindBigData2022_MNIST_EP" target="_blank"> |
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MindBigData2022_MNIST_EP</a> [3Gb] **</td> |
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<td class="auto-style4" style="width: 495px">Nrushingh Charan Mahapatra and Prachet Bhuyan</td> |
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<td class="auto-style4" style="width: 228px"> |
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<a href="https://iopscience.iop.org/article/10.1088/1741-2552/acc976/meta" target="_blank"> |
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abs</a> 🔒 2023</td> |
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<td class="auto-style4">n/a</td> |
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<td class="auto-style4" style="width: 149px">95.4%</td> |
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<td class="auto-style4" style="width: 239px">CNN-GAN</td> |
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<td class="auto-style4" style="width: 459px"> |
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<a href="https://huggingface.co/datasets/DavidVivancos/MindBigData2022_MNIST_EP" target="_blank"> |
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MindBigData2022_MNIST_EP</a> [3Gb]</td> |
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<td class="auto-style4" style="width: 495px">Nastaran Khaleghi, |
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Shaghayegh Hashemi, Sevda Zafarmandi Ardabili, Sobhan |
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Sheykhivand and Sebelan Danishvar</td> |
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<td class="auto-style4" style="width: 228px"> |
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<a href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10708586/pdf/sensors-23-09351.pdf" target="_blank"> |
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pdf</a> 2023</td> |
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<td class="auto-style4">n/a</td> |
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<td style="width: 149px" class="auto-style4">88%</td> |
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<td style="width: 239px" class="auto-style4">R-CNN</td> |
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<td style="width: 459px" class="auto-style4"> |
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<a href="https://huggingface.co/datasets/DavidVivancos/MindBigData2022_Imagenet_MU" target="_blank">MindBigData2022_MNIST_MU</a> [289Mb]</td> |
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<td style="width: 495px" class="auto-style4">Andrew Perez</td> |
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<td style="width: 228px" class="auto-style4"> |
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<a href="https://colab.research.google.com/drive/1q1mvIC1xgEuPNNvgASrAG7zie3qRjr-8" target="_blank"> |
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colab</a> 2023</td> |
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<td style="height: 22px" class="auto-style4">yes</td> |
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<td class="auto-style4" style="width: 149px"><strong>73.54%</strong> *<br>72.91% **<br> |
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72.39% ***<br></td> |
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<td class="auto-style4" style="width: 239px">CNN* <br>LSTM** <br>DNN***</td> |
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<td class="auto-style4" style="width: 459px"> |
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<a href="https://huggingface.co/datasets/DavidVivancos/MindBigData2022_MNIST_IN" target="_blank"> |
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MindBigData2022_Imagenet_IN</a> [201Mb]</td> |
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<td class="auto-style4" style="width: 495px">Saumya Kushwaha, Priyanka Jain and N. K. Jain</td> |
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<td class="auto-style4" style="width: 228px"> |
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<a href="https://scholar.google.com/scholar?oi=bibs&hl=en&cluster=4679500355112375870" target="_blank"> |
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book</a> 🔒 2023</td> |
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<td class="auto-style4">n/a</td> |
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<td class="auto-style4" style="width: 149px">70%</td> |
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<td class="auto-style4" style="width: 239px">CNN</td> |
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<td class="auto-style4" style="width: 459px"> |
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<a href="https://huggingface.co/datasets/DavidVivancos/MindBigData2022_MNIST_EP" target="_blank"> |
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MindBigData2022_MNIST_EP</a> [3Gb]</td> |
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<td class="auto-style4" style="width: 495px">Rahul Mishra, Krishan Sharma, Arnav Bhavsar</td> |
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<td class="auto-style4" style="width: 228px"> |
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<a href="https://eurasip.org/Proceedings/Eusipco/Eusipco2021/pdfs/0001226.pdf" target="_blank"> |
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pdf</a> 2021</td> |
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<td class="auto-style4">n/a</td> |
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<td class="auto-style4" style="width: 149px">19.42% *<br>17.72% **</td> |
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<td class="auto-style4" style="width: 239px">Transformer</td> |
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<td class="auto-style4" style="width: 459px"> |
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<a href="https://huggingface.co/datasets/DavidVivancos/MindBigData2022_MNIST_EP" target="_blank"> |
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MindBigData2022_MNIST_EP</a> [3Gb] * |
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<br> |
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<a href="https://huggingface.co/datasets/DavidVivancos/MindBigData2022_Imagenet_MU" target="_blank">MindBigData2022_MNIST_MU</a> [289Mb] ** |
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<td class="auto-style4" style="width: 495px">Omkar Muglikar</td> |
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<td class="auto-style4" style="width: 228px"> |
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<a href="https://keep.lib.asu.edu/system/files/c7/Muglikar_asu_0010N_21413.pdf" target="_blank"> |
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pdf</a> 2021</td> |
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<td class="auto-style4">n/a</td> |
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<td class="auto-style4" style="width: 149px">16,69%</td> |
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<td class="auto-style4" style="width: 239px">EEGNet-8,2</td> |
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<td class="auto-style4" style="width: 459px"> |
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<a href="https://huggingface.co/datasets/DavidVivancos/MindBigData2022_MNIST_EP" target="_blank"> |
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MindBigData2022_MNIST_EP</a> [3Gb]</td> |
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<td class="auto-style4" style="width: 495px">Xia Chen, Xiangbin Teng, Han Chen, Yafeng Pan and Philipp Geyer</td> |
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<td class="auto-style4" style="width: 228px"> |
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<a href="https://arxiv.org/pdf/2207.12369.pdf" target="_blank"> |
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pdf</a> 2023</td> |
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<td class="auto-style4">n/a</td> |
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<td class="auto-style4" style="width: 149px">???</td> |
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<td class="auto-style4" style="width: 239px">????</td> |
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<td class="auto-style4" style="width: 459px"> |
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<a href="https://huggingface.co/datasets/DavidVivancos/MindBigData2023_MNIST-8B" target="_blank"> |
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MindBigData2023_MNIST-8B</a> [52Gb]</td> |
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<td class="auto-style5" style="width: 495px"> no entries yet > Submit |
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your model</td> |
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<td class="auto-style4" style="width: 228px"> |
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???</td> |
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<td class="auto-style4">???</td> |
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<td class="auto-style4" style="width: 149px">???</td> |
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<td class="auto-style4" style="width: 239px">????</td> |
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<td class="auto-style4" style="width: 459px"> |
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<a href="https://huggingface.co/datasets/DavidVivancos/MindBigData2023_MNIST-2B" target="_blank"> |
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MindBigData2023_MNIST-2B</a> [14Gb]</td> |
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<td class="auto-style5" style="width: 495px"> no entries yet > Submit |
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your model</td> |
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<td class="auto-style4" style="width: 228px"> |
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???</td> |
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<td class="auto-style4">???</td> |
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<td class="auto-style4" style="width: 149px">???</td> |
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<td class="auto-style4" style="width: 239px">????</td> |
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<td class="auto-style4" style="width: 459px"> |
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<a href="https://huggingface.co/datasets/DavidVivancos/MindBigData2022_VisMNIST_Cap64_Morlet" target="_blank"> |
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MindBigData2022_VisMNIST_Cap64_Morlet</a> [2Gb] </td> |
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<td class="auto-style5" style="width: 495px"> no entries yet > Submit |
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your model</td> |
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<td class="auto-style4" style="width: 228px"> |
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???</td> |
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<td class="auto-style4">???</td> |
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<td class="auto-style4" style="width: 149px">???</td> |
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<td class="auto-style4" style="width: 239px">????</td> |
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<td class="auto-style4" style="width: 459px"> |
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<a href="https://huggingface.co/datasets/DavidVivancos/MindBigData2022_VisMNIST_Cap64" target="_blank"> |
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MindBigData2022_VisMNIST_Cap64</a> [544Mb] </td> |
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<td class="auto-style5" style="width: 495px"> no entries yet > Submit |
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your model</td> |
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<td class="auto-style4" style="width: 228px"> |
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???</td> |
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<td class="auto-style4">???</td> |
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</tr> |
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<td class="auto-style4" style="width: 149px">???</td> |
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<td class="auto-style4" style="width: 239px">????</td> |
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<td class="auto-style4" style="width: 459px"> |
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<a href="https://huggingface.co/datasets/DavidVivancos/MindBigData2022_VisMNIST_MU2" target="_blank"> |
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MindBigData2022_VisMNIST_MU2</a> [3Gb]</td> |
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<td class="auto-style5" style="width: 495px"> no entries yet > Submit |
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your model</td> |
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<td class="auto-style4" style="width: 228px"> |
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???</td> |
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<td class="auto-style4">???</td> |
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<td class="auto-style4" style="width: 149px">???</td> |
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<td class="auto-style4" style="width: 239px">????</td> |
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<td class="auto-style4" style="width: 459px"> |
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<a href="https://huggingface.co/datasets/DavidVivancos/MindBigData2022_Imagenet_IN_Spct" target="_blank"> |
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MindBigData2022_Imagenet_IN_Spct</a> [3Gb] </td> |
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<td class="auto-style5" style="width: 495px"> no entries yet > Submit |
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your model</td> |
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<td class="auto-style4" style="width: 228px"> |
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???</td> |
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<td class="auto-style4">???</td> |
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<td class="auto-style4" style="width: 149px">???</td> |
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<td class="auto-style4" style="width: 239px">????</td> |
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<td class="auto-style4" style="width: 459px"> |
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<a href="https://huggingface.co/datasets/DavidVivancos/MindBigData2022_MNIST_MW" target="_blank"> |
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MindBigData2022_MNIST_MW</a> [217Mb] </td> |
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<td class="auto-style5" style="width: 495px"> no entries yet > Submit |
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your model</td> |
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<td class="auto-style4" style="width: 228px"> |
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???</td> |
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<td class="auto-style4">???</td> |
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