Browse real student projects, abstracts, and awards.
ISEF · 2021
Robotics and Intelligent Machines
Head and neck squamous cell carcinoma (HNSCC) is a cancer that arises from squamous cells in the head and neck region, a type of cell found in the outer layers of skin and lining various muc…
ISEF · 2021
Robotics and Intelligent Machines
5.5 million Americans have Alzheimer’s Disease(AD), with projected 40% growth by 2030. Only about 25% of the people with AD get diagnosed; even fewer get an early, accurate diagnosis. Early…
ISEF · 2021
Robotics and Intelligent Machines
As a result of isolation during the COVID-19 pandemic, many people have increasingly become depressed and lonely. This is having a significant effect on high-risk senior citizens and virtual…
ISEF · 2021
Robotics and Intelligent Machines
During pregnancy, a genetic test or Non-Invasive Prenatal Testing (NIPT) is performed on the unborn child to detect potential chromosomal abnormalities. For the test, the wet lab checks whic…
ISEF · 2021
Robotics and Intelligent Machines
The purpose of my project is to show the feasibility of useful machine learning applications on a small scale and with low performance requirements, allowing it to run on common devices and…
ISEF · 2021
Robotics and Intelligent Machines Fourth Award
Lie detection has been a subject of interest due to the severe repercussions that false statements can have on society, particularly in high-stakes situations such as courtroom hearings and…
ISEF · 2021
Robotics and Intelligent Machines
Despite the success of machine learning models in an expansive range of tasks, they are still surprisingly brittle to seemingly inconspicuous input manipulations, called adversarial examples…
ISEF · 2021
Robotics and Intelligent Machines Third Award
Deep Neural Networks (DNN) are widely used to carry out segmentation tasks in biomedical images. Most DNNs developed for this purpose are based on some variation of the encoder- decoder U-Ne…
ISEF · 2021
Robotics and Intelligent Machines
There are several open-source software VIO algorithms that can be deployed on an end-user’s system to solve a specific problem. In the literature, the majority of those pipelines are tested…
ISEF · 2021
Robotics and Intelligent Machines Second Award
Microswimmers are microscopic-scale machines that are designed to perform and undergo specific movement in response to external stimuli. In this project, a magnetically-powered multi-segment…
ISEF · 2021
Robotics and Intelligent Machines
In the USA, 85% of our landfill content is compostable, recyclable, or otherwise reusable; on a global scale, 91% of plastics aren’t recycled, instead ending up in landfills and harming the…
ISEF · 2021
Robotics and Intelligent Machines
Motherhood guide aims to help new mothers to know her baby's needs only from his crying voice, by using the ability of learning machine and AI concept. it uses the cloud server of the websit…
ISEF · 2021
Robotics and Intelligent Machines Fourth Award
Abstract reasoning and logic inference are difficult problems for neural networks, yet essential to their applicability in highly structured domains. In this work, the Neural Abstract Reason…
ISEF · 2021
Robotics and Intelligent Machines Fourth Award
The biological brain can do complex visual processing, object recognition, fine motor tasks, and more, all using very little energy. A traditional computer programmed to do these things woul…
ISEF · 2021
Robotics and Intelligent Machines Fourth Award
Parkinson’s Disease (PD) is a progressive neurodegenerative disease with over 10 million people suffering from it. Currently, diagnosis of PD is often late and inaccurate ~ 25% of the time,…
ISEF · 2021
Robotics and Intelligent Machines
Rainerum Robotics is a group composed by students and teachers from the Rainerum High School. For over nineteen years our team has been developing advanced robotics projects and has had oppo…
ISEF · 2021
Robotics and Intelligent Machines
Anemia is a common disease that affects 24% of the world population. The standard practice for diagnosis of anemia requires blood analysis, which is invasive and time-consuming. Physicians o…
ISEF · 2021
Robotics and Intelligent Machines Fourth Award
Artificial neural networks are biologically inspired computational structures that are capable of learning how to perform tasks heuristically. They derive this ability by imitating the struc…
ISEF · 2021
Robotics and Intelligent Machines
Machine learning can assist radiologists in detecting breast cancer by increasing efficiency and accuracy, which is vital to its treatment. This project introduces a novel, Java-based implem…
ISEF · 2021
Robotics and Intelligent Machines
Simulation of G-Force is most prevalently used in flight simulators. Flight simulators are profitable and allow pilots to train against extreme conditions. Due to Covid-19, the demand for fl…
ISEF · 2021
Robotics and Intelligent Machines
Reinforcement learning (RL) has produced exceptional results in various game environments and several real-world situations, including traffic light control and autonomous driving. However,…
ISEF · 2021
Robotics and Intelligent Machines Fourth Award
The early diagnostic rate of pancreatic cancer (PC) is currently at just 9% as screening methods are unattainable, making it the fourth leading cause of cancer death. Many studies have achie…
ISEF · 2021
Robotics and Intelligent Machines
As people continue to streamline everyday life with technology, the use of speech recognition has been made available in smartphones, speakers, cars, and more. The process of converting audi…
ISEF · 2021
Robotics and Intelligent Machines
While the widespread use of mobile devices has brought convenience in many aspects, it has also caused an increase in the number of traffic accidents due to pedestrians preoccupied with thei…
ISEF · 2021
Robotics and Intelligent Machines
Plankton are the world’s largest oxygen producers and first level of all marine food chains, making quantification a measurement for Earth’s health. Currently, manual microscopic plankton an…
ISEF · 2021
Robotics and Intelligent Machines Third Award
RoboBall aims to respond to the lack of high quality training facilities and coaching that regional soccer players have access to; the impact of these inequities between regional and metro p…
ISEF · 2021
Robotics and Intelligent Machines
We have technology in almost everything. People have seen what it could be used for in several areas and implemented technological systems in whatever they did to make the task easier and op…
ISEF · 2021
Robotics and Intelligent Machines
Maintaining optimal indoor air quality (IAQ) and humidity is a critical aspect of improving overall health. Low IAQ leads to respiratory illnesses, while low humidity causes dehydration and…
ISEF · 2021
Robotics and Intelligent Machines Second Award
Current devices geared towards the deaf and hard of hearing, such as hearing aids, struggle to localize and transmit sounds to those with severe hearing impairments. Advanced devices, like c…
ISEF · 2021
Robotics and Intelligent Machines
Potholes are a significant threat for vehicles as they cause an alarming 33% of all traffic-related accidents in the United States. The current method of identifying potholes is inaccurate a…