Abstract: Highlights•Brain decoding using a dense individual fMRI dataset (∼7 h fMRI data per subject).•Challenging benchmark: decoding 21 conditions from single fMRI brain volumes.•The best individual model reaches 58–67 % accuracy, close to state-of-the-art group decoding (76 %).•Individual decoding models generalized poorly to other subjects.
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