The Algonauts Project 2021 Challenge: How the Human Brain Makes Sense of a World in Motion
Not on the map. Why?
Abstract (arXiv)
The sciences of natural and artificial intelligence are fundamentally connected. Brain-inspired human-engineered AI are now the standard for predicting human brain responses during vision, and conversely, the brain continues to inspire invention in AI. To promote even deeper connections between these fields, we here release the 2021 edition of the Algonauts Project Challenge: How the Human Brain Makes Sense of a World in Motion (http://algonauts.csail.mit.edu/). We provide whole-brain fMRI responses recorded while 10 human participants viewed a rich set of over 1,000 short video clips depicting everyday events. The goal of the challenge is to accurately predict brain responses to these video clips. The format of our challenge ensures rapid development, makes results directly comparable and transparent, and is open to all. In this way it facilitates interdisciplinary collaboration towards a common goal of understanding visual intelligence. The 2021 Algonauts Project is conducted in collaboration with the Cognitive Computational Neuroscience (CCN) conference.
Key facts. Cited by 17 papers in the map (data through 14 Oct 2026). Builds on 1 of its 10 references that are in the map. First posted on arXiv 28 Apr 2021.
Builds on
1 of 10 references.
References · 1
Built on by
Citing papers per year: 2021: 1; 2022: 2; 2023: 7; 2024: 1; 2025: 1; 2026: 5.
17 papers.
Sort:
By area:
- 2023The Algonauts Project 2023 Challenge: How the Human Brain Makes Sense of Natural Scenescited by 36
- 2023Deep Neural Networks and Brain Alignment: Brain Encoding and Decoding (Survey)cited by 21
- 2026NeuralBench: A Unifying Framework to Benchmark NeuroAI Modelscited by 16
- 2022The Sensorium competition on predicting large-scale mouse primary visual cortex activitycited by 14
- 2023Brain Decodes Deep Netscited by 14
- 2023The Algonauts Project 2023 Challenge: UARK-UAlbany Team Solutioncited by 11
- 2024Animate Your Thoughts: Decoupled Reconstruction of Dynamic Natural Vision from Slow Brain Activitycited by 11
- 2023System identification of neural systems: If we got it right, would we know?cited by 9
- 2023Memory Encoding Modelcited by 7
- 2021Relating CNNs with brain: Challenges and findingscited by 3
- 2026Sparse Autoencoders Map Brain-LLM Alignment onto Cortical Semantic Topographycited by 2
- 2022Net2Brain: A Toolbox to compare artificial vision models with human brain responsescited by 1
5 more
- 2023Retinotopy Inspired Brain Encoding Model and the All-for-One Training Recipecited by 1
- 2025The ISLab Solution to the Algonauts Challenge 2025: A Multimodal Deep Learning Approach to Brain Response Predictioncited by 1
- 2026Do Language Models Align with Brains? Prediction Scores Are Not Enoughcited by 1
- 2026MIRAGE: Adaptive Multimodal Gating for Whole-Brain fMRI Encodingcited by 1
- 2026Neural Functional Alignment Space: Brain-Referenced Representation of Artificial Neural Networkscited by 0
- 2026MIRAGE: Adaptive Multimodal Gating for Whole-Brain fMRI Encoding28 May 2026
- 2026Sparse Autoencoders Map Brain-LLM Alignment onto Cortical Semantic Topography21 May 2026
- 2026Do Language Models Align with Brains? Prediction Scores Are Not Enough13 May 2026
- 2026NeuralBench: A Unifying Framework to Benchmark NeuroAI Models8 May 2026
- 2026Neural Functional Alignment Space: Brain-Referenced Representation of Artificial Neural Networks28 Feb 2026
- 2025The ISLab Solution to the Algonauts Challenge 2025: A Multimodal Deep Learning Approach to Brain Response Prediction25 Jul 2025
- 2024Animate Your Thoughts: Decoupled Reconstruction of Dynamic Natural Vision from Slow Brain Activity6 May 2024
- 2023Brain Decodes Deep Nets3 Dec 2023
- 2023Memory Encoding Model2 Aug 2023
- 2023The Algonauts Project 2023 Challenge: UARK-UAlbany Team Solution1 Aug 2023
- 2023Retinotopy Inspired Brain Encoding Model and the All-for-One Training Recipe26 Jul 2023
- 2023Deep Neural Networks and Brain Alignment: Brain Encoding and Decoding (Survey)17 Jul 2023
5 more
- 2023System identification of neural systems: If we got it right, would we know?13 Feb 2023
- 2023The Algonauts Project 2023 Challenge: How the Human Brain Makes Sense of Natural Scenes9 Jan 2023
- 2022Net2Brain: A Toolbox to compare artificial vision models with human brain responses20 Aug 2022
- 2022The Sensorium competition on predicting large-scale mouse primary visual cortex activity17 Jun 2022
- 2021Relating CNNs with brain: Challenges and findings22 Aug 2021
- 2023The Algonauts Project 2023 Challenge: How the Human Brain Makes Sense of Natural Scenescited by 36
- 2023Deep Neural Networks and Brain Alignment: Brain Encoding and Decoding (Survey)cited by 21
- 2026NeuralBench: A Unifying Framework to Benchmark NeuroAI Modelscited by 16
- 2022The Sensorium competition on predicting large-scale mouse primary visual cortex activitycited by 14
- 2023Brain Decodes Deep Netscited by 14
- 2023The Algonauts Project 2023 Challenge: UARK-UAlbany Team Solutioncited by 11
- 2024Animate Your Thoughts: Decoupled Reconstruction of Dynamic Natural Vision from Slow Brain Activitycited by 11
- 2023System identification of neural systems: If we got it right, would we know?cited by 9
- 2023Memory Encoding Modelcited by 7
- 2021Relating CNNs with brain: Challenges and findingscited by 3
- 2022Net2Brain: A Toolbox to compare artificial vision models with human brain responsescited by 1
- 2023Retinotopy Inspired Brain Encoding Model and the All-for-One Training Recipecited by 1
12 most cited of 16 All 16 (JSON)
- 2026MIRAGE: Adaptive Multimodal Gating for Whole-Brain fMRI Encoding28 May 2026
- 2026Do Language Models Align with Brains? Prediction Scores Are Not Enough13 May 2026
- 2026NeuralBench: A Unifying Framework to Benchmark NeuroAI Models8 May 2026
- 2026Neural Functional Alignment Space: Brain-Referenced Representation of Artificial Neural Networks28 Feb 2026
- 2025The ISLab Solution to the Algonauts Challenge 2025: A Multimodal Deep Learning Approach to Brain Response Prediction25 Jul 2025
- 2024Animate Your Thoughts: Decoupled Reconstruction of Dynamic Natural Vision from Slow Brain Activity6 May 2024
- 2023Brain Decodes Deep Nets3 Dec 2023
- 2023Memory Encoding Model2 Aug 2023
- 2023The Algonauts Project 2023 Challenge: UARK-UAlbany Team Solution1 Aug 2023
- 2023Retinotopy Inspired Brain Encoding Model and the All-for-One Training Recipe26 Jul 2023
- 2023Deep Neural Networks and Brain Alignment: Brain Encoding and Decoding (Survey)17 Jul 2023
- 2023System identification of neural systems: If we got it right, would we know?13 Feb 2023
12 newest of 16 All 16 (JSON)