PDF Viewer

BUILDER'S SANDBOX

Build This Paper

Use an AI coding agent to implement this research.

OpenAI Codex
OpenAI CodexAI Agent

Lightweight coding agent in your terminal.

Claude Code
Claude CodeAI Agent

Agentic coding tool for terminal workflows.

AntiGravity IDE
AntiGravity IDEScaffolding

AI agent mindset installer and workflow scaffolder.

Cursor
CursorIDE

AI-first code editor built on VS Code.

VS Code
VS CodeIDE

Free, open-source editor by Microsoft.

Estimated $9K - $13K over 6-10 weeks.

See exactly what it costs to build this -- with 3 comparable funded startups.

7-day free trial. Cancel anytime.

Discover the researchers behind this paper and find similar experts.

7-day free trial. Cancel anytime.

References (32)

[1]
BrainDil: Enhanced and Efficient Brain Tumor Classification in MRI Images Using Dilated Convolution
2025Ryan Deem, Md Abdullah Al Hafiz Khan et al.
[2]
Brain Tumor Classification using Deep Learning: Robustness Against Adversarial Attacks and Defense Strategies
2025Hafsa Khalid, Cem Direkoglu
[3]
A multi-layered defense against adversarial attacks in brain tumor classification using ensemble adversarial training and feature squeezing
2025Ahmeed Yinusa, Misa Faezipour
[4]
An Improved EfficientNet-B0 Approach for Brain Tumor MRI Image Classification
2025Xinyuan Li, Xiang Chen et al.
[5]
Robust Brain Tumor Classification using Transfer Learning and Convolutional Neural Networks
2025Shrundan Reddy Govind, Bhavana Moparthi et al.
[6]
Investigating the Transferability and Robustness of Adversarial Attacks Between Standard and Dilated CNN Architectures
2025Sachin Sharma, Jiho Noh et al.
[7]
A Basic Iterative Non-Sign Average Gradient Adversarial Attack on Brain Tumor Image
2023Jiaxuan Wei, Jiawei Tang et al.
[8]
Efficient Brain Tumor Classification through Transfer Learning Models
2023Md. Yusuf Mehemud, Hafsa Binte Kibria et al.
[9]
A Survey on Recent Advancements in Lightweight Generative Adversarial Networks, their Applications and Datasets
2023Michail Alexiou, J. S. Mertoguno
[10]
CBTRUS Statistical Report: Primary Brain and Other Central Nervous System Tumors Diagnosed in the United States in 2016-2020.
2023Q. Ostrom, M. Price et al.
[11]
Generalizable Black-Box Adversarial Attack With Meta Learning
2023Fei Yin, Yong Zhang et al.
[12]
Achieving Both Model Accuracy and Robustness by Adversarial Training with Batch Norm Shaping
2022B. Zhang, Shiqing Ma
[13]
Video Face Recognition Using Neural Aggregation Networks with Mutual Relational Learning
2022Kangli Zeng, Zhongyuan Wang et al.
[14]
Block-term Dropout For Robust Adversarial Defense
2022Ouyang Chen, Wei Yang et al.
[15]
Boosting the Adversarial Transferability of Surrogate Models with Dark Knowledge
2022Dingcheng Yang, Zihao Xiao et al.
[16]
Brain Tumor Classification Using MRI Images and Convolutional Neural Networks
2022Muhammad Adeel Hafeez, C. Kayasandik et al.
[17]
Towards Compositional Adversarial Robustness: Generalizing Adversarial Training to Composite Semantic Perturbations
2022Lei Hsiung, Yun-Yun Tsai et al.
[18]
Using Adversarial Images to Assess the Robustness of Deep Learning Models Trained on Diagnostic Images in Oncology
2022M. Joel, Sachin Umrao et al.
[19]
Stochastic Variance Reduced Ensemble Adversarial Attack for Boosting the Adversarial Transferability
2021Yifeng Xiong, Jiadong Lin et al.
[20]
Delayed Adversarial Training with Non-Sequential Adversarial Epochs
2021Efi Kafali, T. Semertzidis et al.

Showing 20 of 32 references

Founder's Pitch

"Develop robust classifiers for brain tumor detection that withstand adversarial attacks, improving clinical safety of MRI analysis."

Medical AIScore: 5View PDF ↗

Commercial Viability Breakdown

0-10 scale

High Potential

1/4 signals

2.5

Quick Build

4/4 signals

10

Series A Potential

1/4 signals

2.5

Sources used for this analysis

arXiv Paper

Full-text PDF analysis of the research paper

GitHub Repository

Code availability, stars, and contributor activity

Citation Network

Semantic Scholar citations and co-citation patterns

Community Predictions

Crowd-sourced unicorn probability assessments

Analysis model: GPT-4o · Last scored: 2/12/2026

Explore the full citation network and related research.

7-day free trial. Cancel anytime.

Understand the commercial significance and market impact.

7-day free trial. Cancel anytime.

Get detailed profiles of the research team.

7-day free trial. Cancel anytime.