🌟 MindBigData Leaderboard 🌟

📐 The 🤗 Open MindBigData Leaderboard aims to track, rank and evaluate Brain EEG models related to the papers:
📝MindBigData 2022 A Large Dataset of Brain Signals and 📝MindBigData2023_MNIST-8B
🚀 Submit a model or paper in the community tab
Multiclass prediction:
Accuracy Model DataSet Who? Paper Code
🔥​98.97% *
🔥​89.62% **		 BrainDigiCNN MindBigData2022_MNIST_EP [3Gb] *
MindBigData2022_MNIST_IN [201Mb] **		 Smita Tiwari, Shivani Goel and Arpit Bhardwaj abs 🔒 2023 n/a
🔥​96.18% *
71.60% **		 RNN MindBigData2022_MNIST_MU [289Mb] *
MindBigData2022_MNIST_EP [3Gb] **		 Nrushingh Charan Mahapatra and Prachet Bhuyan abs 🔒 2023 n/a
95.4% CNN-GAN MindBigData2022_MNIST_EP [3Gb] Nastaran Khaleghi, Shaghayegh Hashemi, Sevda Zafarmandi Ardabili, Sobhan Sheykhivand and Sebelan Danishvar pdf 2023 n/a
91.29% CNN MindBigData2022_MNIST_IN [201Mb] Nandini Kumari, Shamama Anwar and Vandana Bhattacharjee book 🔒 2021 n/a
88% R-CNN MindBigData2022_MNIST_MU [289Mb] Andrew Perez colab 2023 yes 👏
🔥​85% CNN MindBigData2022_Imagenet_IN_Spct [3Gb] 📷​ Matthew Zhang and Jeremy Lu pdf 2023 n/a
85% LSTM MindBigData2022_MNIST_MU [289Mb] Pablo Martín Puerto pdf [SP] 2023 n/a
75% CNN MindBigData2022_Imagenet_IN [201Mb]📷​ Adolfo Ramirez-Aristizabal medium 2023 n/a
🔥​73.54% *
72.91% **
72.39% ***
 CNN*
LSTM**
DNN***		 MindBigData2022_Imagenet_IN [201Mb]📷​ Saumya Kushwaha, Priyanka Jain and N. K. Jain book 🔒 2023 n/a
70% CNN MindBigData2022_MNIST_EP [3Gb] Rahul Mishra, Krishan Sharma, Arnav Bhavsar pdf 2021 n/a
31.35% A. B. DEvo MLP MindBigData2022_MNIST_MU [289Mb] Jordan J. Bird, Diego R. Faria, Luis J. Manso, Anikó Ekárt, Christopher D. Buckingham pdf 2019 n/a
22,42% EEGNeX MindBigData2022_MNIST_EP [3Gb] Hang Du pdf 2023 n/a
19.42% *
17.72% **		 Transformer MindBigData2022_MNIST_EP [3Gb] *
MindBigData2022_MNIST_MU [289Mb] ** 		Omkar Muglikar pdf 2021 n/a
16,69% EEGNet-8,2 MindBigData2022_MNIST_EP [3Gb] Xia Chen, Xiangbin Teng, Han Chen, Yafeng Pan and Philipp Geyer pdf 2023 n/a
10% cnn? MindBigData2023_MNIST-8B [52Gb]🧠​+🎶​ Caelen Hilty and Zander Chown medium 2024 yes 👏
??? ???? MindBigData2023_MNIST-2B [14Gb]🧠​+🎶​ no entries yet > Submit your model ??? ???
??? ???? MindBigData2022_VisMNIST_Cap64_Morlet [2Gb] 📷​ no entries yet > Submit your model ??? ???
??? ???? MindBigData2022_VisMNIST_Cap64 [544Mb] no entries yet > Submit your model ??? ???
??? ???? MindBigData2022_VisMNIST_MU2 [3Gb] no entries yet > Submit your model ??? ???
??? ???? MindBigData2022_MNIST_MW [217Mb] no entries yet > Submit your model ??? ???

Binary prediction:
Accuracy Model DataSet Who? Paper Code
🔥​95%
CNN MindBigData2022_MNIST_MU [289Mb] Diganta Kalita medium 2023 yes 👏