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Pre-trained Transformer on Brain Signals

17 2 Updated Mar 8, 2024

This is the official implementation of the paper titled "Multi-Task Collaborative Network: Bridge the Supervised and Self-Supervised Learning for EEG Classification in RSVP tasks".

Python 5 1 Updated Oct 10, 2023

Implementation of CVPR 2020 paper "MMTM: Multimodal Transfer Module for CNN Fusion"

Python 105 20 Updated Jun 16, 2020

Topography-based Temporal-analysis Toolbox (EEG)

Python 1 Updated Oct 10, 2019
Python 70 7 Updated Oct 31, 2023

Official code base for MinD-Video

Python 356 26 Updated Dec 7, 2023

Code base for MinD-Vis

Python 734 91 Updated May 24, 2023

Tengine is a lite, high performance, modular inference engine for embedded device

C++ 4,591 995 Updated Dec 24, 2023

Implementation of “DreamDiffusion: Generating High-Quality Images from Brain EEG Signals”

Python 436 50 Updated Jan 30, 2024
Python 18 1 Updated Jun 4, 2024

IJCAI 2022 MLP4Rec

Python 15 2 Updated Sep 5, 2022

[ICML 2021] Self-supervised pre-training of AI models on ECG data with CLOCS

Python 42 14 Updated Oct 19, 2022
Python 40 5 Updated May 3, 2024

An offical implementation of PatchTST: "A Time Series is Worth 64 Words: Long-term Forecasting with Transformers." (ICLR 2023) https://arxiv.org/abs/2211.14730

Python 1,421 254 Updated Mar 25, 2024

Deep InfoMax (DIM), or "Learning Deep Representations by Mutual Information Estimation and Maximization"

Python 795 102 Updated Apr 25, 2019

Code and Data for "Decoding Visual Neural Representations by Multimodal Learning of Brain-Visual-Linguistic Features"

Python 118 21 Updated May 12, 2023
Python 13 1 Updated Mar 19, 2024

About Open source code of paper: Toward reliable signals decoding for electroencephalogram: A benchmark study to EEGNeX

Python 50 5 Updated Sep 14, 2023

Official repository of EEG-Inception, a general-purpose and powerful deep convolutional neural network for EEG procesing

Python 32 3 Updated Sep 22, 2023

a filter bank masked autoencoder

Python 7 Updated Feb 27, 2023

PyTorch implementation of MAE https//arxiv.org/abs/2111.06377

Python 7,008 1,178 Updated Feb 5, 2024

[ICLR 2024] M/EEG-based image decoding with contrastive learning. i. Propose a contrastive learning framework to align image and eeg. ii. Resolving brain activity for biological plausibility.

Python 73 10 Updated May 31, 2024

ICLR 2024 spotlight

Python 164 23 Updated Jun 6, 2024

Python implementation of Self-Supervised Learning for Anomalous Channel Detection in EEG Graphs: Application to Seizure Analysis

Python 28 4 Updated Oct 4, 2023

We propose a time-aware sampling network (TAS-Net) using deep reinforcement learning (DRL) for unsupervised emotion recognition, which is able to detect key emotion moments and disregard irrelevant…

Python 18 4 Updated Oct 8, 2023
Python 3 Updated Feb 22, 2024

收集和梳理垂直领域的开源模型、数据集及评测基准。

2,033 159 Updated Dec 26, 2023

A Library for Advanced Deep Time Series Models.

Python 5,304 892 Updated Jul 23, 2024
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