Understanding how the brain recognizes objects despite visual challenges
Neural and computational mechanisms underlying robust object recognition
['FUNDING_R01'] · VANDERBILT UNIVERSITY · NIH-10873149
This study is looking at how people recognize objects even when they can't see them clearly, like when things are blurry or noisy, and it's for anyone interested in how computers can learn to see better, just like we do.
Quick facts
| Phase | ['FUNDING_R01'] |
|---|---|
| Study type | Nih_funding |
| Sex | All |
| Sponsor | VANDERBILT UNIVERSITY (nih funded) |
| Locations | 1 site (Nashville, UNITED STATES) |
| Trial ID | NIH-10873149 on ClinicalTrials.gov |
What this research studies
This research investigates the mechanisms behind how humans recognize objects even when visual conditions are poor, such as in cases of noise or blur. By comparing human brain responses to those of deep neural networks (DNNs), the study aims to identify the architectural and training flaws in DNNs that lead to their failure under challenging conditions. The project will explore different types of DNNs and their ability to predict human behavior and neural responses, ultimately seeking to improve DNN models to better mimic human vision. This could lead to advancements in technologies that rely on visual recognition, such as computer vision systems.
Who could benefit from this research
Good fit: Ideal candidates for this research are individuals with acquired brain injuries or conditions affecting their visual processing abilities.
Not a fit: Patients with stable visual processing and no history of brain injury may not receive direct benefits from this research.
Why it matters
Potential benefit: If successful, this research could enhance the accuracy and reliability of visual recognition technologies, benefiting patients who rely on such systems for daily activities.
How similar studies have performed: Previous research has shown that understanding human visual processing can lead to improvements in artificial intelligence systems, indicating potential success for this approach.
Where this research is happening
Nashville, UNITED STATES
- VANDERBILT UNIVERSITY — Nashville, UNITED STATES (ACTIVE)
Researchers
- Principal investigator: TONG, FRANK — VANDERBILT UNIVERSITY
- Study coordinator: TONG, FRANK
About this research
- This is an active NIH-funded research project — typically early-stage science, not a clinical trial accepting patient enrollment.
- Some NIH-funded labs run parallel clinical studies or seek volunteers for related work. To check, contact the principal investigator or institution listed above.
- For full project details, budget, and progress reports, visit the official NIH RePORTER page below.
Conditions: Acquired brain injury, Brain Diseases, Brain Disorders