Generating Visual Stimuli from EEG Recordings using Transformer-encoder based EEG encoder and GAN
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arXiv
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| Auteurs principaux: | , |
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| Format: | Preprint |
| Publié: |
2024
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| _version_ | 1866912127432785920 |
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| author | Mishra, Rahul Bhavsar, Arnav |
| author_facet | Mishra, Rahul Bhavsar, Arnav |
| contents | In this study, we tackle a modern research challenge within the field of perceptual brain decoding, which revolves around synthesizing images from EEG signals using an adversarial deep learning framework. The specific objective is to recreate images belonging to various object categories by leveraging EEG recordings obtained while subjects view those images. To achieve this, we employ a Transformer-encoder based EEG encoder to produce EEG encodings, which serve as inputs to the generator component of the GAN network. Alongside the adversarial loss, we also incorporate perceptual loss to enhance the quality of the generated images. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2402_10115 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Generating Visual Stimuli from EEG Recordings using Transformer-encoder based EEG encoder and GAN Mishra, Rahul Bhavsar, Arnav Artificial Intelligence Machine Learning Signal Processing Neurons and Cognition In this study, we tackle a modern research challenge within the field of perceptual brain decoding, which revolves around synthesizing images from EEG signals using an adversarial deep learning framework. The specific objective is to recreate images belonging to various object categories by leveraging EEG recordings obtained while subjects view those images. To achieve this, we employ a Transformer-encoder based EEG encoder to produce EEG encodings, which serve as inputs to the generator component of the GAN network. Alongside the adversarial loss, we also incorporate perceptual loss to enhance the quality of the generated images. |
| title | Generating Visual Stimuli from EEG Recordings using Transformer-encoder based EEG encoder and GAN |
| topic | Artificial Intelligence Machine Learning Signal Processing Neurons and Cognition |
| url | https://arxiv.org/abs/2402.10115 |