Winning Entries
Best Overall Project - Winner 1
Title: Multi-lingual OCR for Devanagari and English Language using CRNN architectures
Authors: Anish Khatiwada
This publication presents a complex and rigorous project focused on developing a multilingual OCR system for Devanagari and English scripts. The authors effectively achieved the expected technical depth, demonstrating a thorough understanding of the challenges in OCR technology and providing a well-structured solution. The clarity and precision of the writing, along with the appropriate use of publication features, significantly contributed to its selection for the Best Overall Project award.
Prize: $500 cash for the team; digital certificates and a 1-year Pro Plan subscription for each team member.
Best Overall Project - Winner 2
Title: Advancing Autonomous Driving: Deep Learning Innovations for Enhanced Perception and Decision-Making
Authors: Pol Navarro Solà
This publication presents a comprehensive approach to enhancing autonomous driving through the integration of YOLOv8 for 2D object detection and VoxelNeXt for 3D detection, all tested within the CARLA simulator environment. The project's impressive real-time processing capabilities, achieved through a well-structured client-server architecture, allow for the simultaneous handling of complex data streams, showcasing significant advancements in autonomous driving technology. The depth and complexity of this research make it a noteworthy contribution to the field, deserving of recognition as the Best Overall Project.
Prize: $500 cash for the team; digital certificates and a 1-year Pro Plan subscription for each team member.
Best Overall Project - Winner 3
Title: Perception system. Simultaneous Localization and Mapping for a Formula Student Driverless Race Car
Authors: Stefano Genetti, Thomas Nonis, Stefano Dell'Anna, Gabriele Stulzer
This publication presents an innovative perception system for Visual Simultaneous Localization and Mapping tailored for a Formula Student autonomous race car. The project is notable for its high technical complexity, effectively integrating hardware and software components while employing unique methodologies to address a challenging problem. The judges commended the team's use of execution videos, which vividly demonstrate the system's capabilities and the innovative nature of their solution.
Prize: $500 cash for the team; digital certificates and a 1-year Pro Plan subscription for each team member.
Best Overall Project - Winner 4
Title: DweshaMukt : A Multilingual BERT-Based Framework for Robust Online Hate Speech Detection
Authors: Yash Suhas Shukla, Rajkumar Panchal
This publication presents DweshaMukt, an advanced multilingual and multimodal framework for hate speech detection, specifically addressing the challenges of Hinglish and other languages. The project's meticulous record-keeping and attention to detail are commendable, showcasing a well-structured code repository that includes both front-end and back-end implementations, along with innovative Telegram bot integrations. The judges recognized the ambition behind this project and praised its attractive presentation, making it a deserving recipient of the Best Overall Project award.
Prize: $500 cash for the team; digital certificates and a 1-year Pro Plan subscription for each team member.
Most Innovative Project - Winner 1
Title: Towards Queryable Earth via Relational Reasoning-Based Remote Sensing Visual Question Answering
Authors: Junjue Wang, Zihang Chen
This publication presents a significant advancement in remote sensing through the introduction of the EarthVQA dataset and the innovative Semantic Object Awareness (SOBA) framework for visual question answering. The judges noted the remarkable innovation and novelty in both the project and its implementation methodology, including the dataset's substantial contribution to the field. The combination of these elements showcases truly impressive work that sets a new standard in the domain.
Prize: $300 cash for the team; digital certificates and a 1-year Pro Plan subscription for each team member.
Most Innovative Project - Winner 2
Title: Product inspection with Renesas RZ/V2L and Edge Impulse
Authors: Solomon Muhunyo Githu
This publication presents an cutting-edge approach to quality inspection in manufacturing through the application of computer vision systems. The integration of hardware components, 3D printing, and a well-executed deployment of a YOLOv5 model showcases a comprehensive understanding of both the technical and practical aspects of the project. The judges commended the author's thoroughness in implementing a solution that goes beyond theoretical model development, reflecting a significant contribution to the field.
Prize: $300 cash for the team; digital certificates and a 1-year Pro Plan subscription for each team member.
Best Technical Implementation - Winner 1
Title: Forest Guard: Combating Illegal Deforestation
Authors: Neicu Patrick
The Forest Guard project presents an pioneering AI-powered application designed to combat illegal deforestation in Romania, utilizing advanced computer vision techniques for real-time monitoring of wood transportation. Its unique approach not only addresses a critical environmental issue but also empowers citizens and law enforcement with effective tools for compliance and oversight. The judges recognized the project's significant social impact and its exemplary technical implementation, making it a deserving recipient of the Best Technical Implementation award.
Prize: $300 cash for the team; digital certificates and a 1-year Pro Plan subscription for each team member.
Best Technical Implementation - Winner 2
Title: Enhancing Satellite Image Generation with LoRA and Advanced Augmentation Techniques
Authors: Bogdan Roshchupkin, Utlyakov Andrei
This publication presents a noteworthy approach to enhancing satellite image generation by integrating Low-Rank Adaptation (LoRA) with advanced augmentation techniques. The judges recognized the significant effort put into dataset creation and the creative application of LoRA with Stable Diffusion for a practical use case, marking it as a remarkable project in this area. The thoroughness of the methodology and the clarity of the results make this work a valuable contribution to the field of AI-driven image analysis.
Prize: $300 cash for the team; digital certificates and a 1-year Pro Plan subscription for each team member.
Best Technical Implementation - Winner 3
Title: Real-Time Monitoring of Singapore Traffic Using YOLOv11
Authors: Namit Arora
This publication presents a robust real-time traffic monitoring system for Singapore, utilizing the YOLOv11 model to effectively detect and analyze vehicle types. The judges noted the exemplary clarity in the presentation, highlighting the practical approach of employing simple anomaly detection via Z-score analysis, which reflects a remarkable maturity in methodology. This work sets a high standard for technical implementation, making it a valuable resource for future traffic management solutions.
Prize: $300 cash for the team; digital certificates and a 1-year Pro Plan subscription for each team member.
Best Technical Implementation - Winner 4
Title: MeshMetrics: A Simple and Precise Implementation of Segmentation Metrics
Authors: Gašper Podobnik, Dr. Tomaž Vrtovec
This publication presents a meticulous evaluation of segmentation metrics by comparing 11 open-source tools against the newly developed MeshMetrics implementation. The authors effectively highlight significant inconsistencies in existing tools' calculations, offering valuable recommendations that enhance the reliability of medical image analysis. The clarity and professionalism of the implementation make it a commendable contribution to the open-source community, deserving of the Best Technical Implementation award.
Prize: $300 cash for the team; digital certificates and a 1-year Pro Plan subscription for each team member.
Most Engaging Presentation - Winner 1
Title: Bobcat! - Your Singing AI Companion 🎵🤖
Authors: Bob Zhang, Luopeiwen Yi, Charles Xie and Afraa Noureen
This publication showcases Bobcat, an innovative AI companion that watches, listens and creates personalized songs based on users' emotions. Its engaging presentation, highlighted by a compelling demonstration video and effective visuals, sets a benchmark for storytelling in complex projects. The judges appreciated the team's ability to maintain a fun and captivating narrative while effectively communicating the project's technical depth.
Prize: $300 cash for the team; digital certificates and a 1-year Pro Plan subscription for each team member.
Most Engaging Presentation - Winner 2
Title: MDIGAN: Generating Pixel Art Characters
Authors: Flavio Roberto dos Santos Coutinho
This publication presents an inventive approach to generating pixel art characters by framing the task as a missing data imputation problem. The judges were particularly impressed by the highly engaging presentation, which effectively utilized visuals to simplify complex concepts, making it a pleasure to read. The exciting focus on pixel art adds a unique charm to the work, showcasing the potential of AI in creative domains.
Prize: $300 cash for the team; digital certificates and a 1-year Pro Plan subscription for each team member.
Most Engaging Presentation - Winner 3
Title: We Ask AI To Generate Images From A Podcasts' Audio
Authors: Sergio Solorzano and Maurizio Raffone
This publication presents a creative approach to enhancing the podcast experience by generating contextual images from audio content through the Talkomic app. The creative presentation style, starting with a simple yet attention-grabbing title and followed by a highly engaging walk through the implementation, captures the reader's attention and makes complex concepts accessible. The judges applauded the authors for crafting a thoroughly enjoyable and informative read, exemplifying the essence of the Most Engaging Presentation prize.
Prize: $300 cash for the team; digital certificates and a 1-year Pro Plan subscription for each team member.
Most Promising Innovation - Winner 1
Title: Neuro Optix: A Specialized field robot for your Safety
Authors: Ammar Ali, Kinza Noreen, Maryam Riaz and Muhammad Awab Younas
Neuro Optix presents a compelling solution for enhancing safety in construction environments through its innovative robotic surveillance system. The publication effectively outlines the challenges faced in traditional safety measures and offers a well-defined approach to address these issues, showcasing significant potential for industrial applications. The judges appreciated the clarity of the presentation and the thoroughness in detailing both the problems and the proposed solutions, marking it as a noteworthy contribution to the field.
Prize: $150 cash for the team; digital certificates and a 6-month Pro Plan subscription for each team member.
Most Promising Innovation - Winner 2
Title: Advanced Image Captioning Transformer with Reinforcement Learning Optimization
Authors: Daniel Plotkin
This publication presents a novel image captioning pipeline that integrates a transformer architecture with reinforcement learning to enhance caption quality. The judges noted the effective explanation of the architecture and found the reinforcement learning approach to addressing non-differentiable loss functions particularly intriguing. This work holds significant potential for further exploration in larger datasets and diverse domains, marking it as a noteworthy contribution to the field.
Prize: $150 cash for the team; digital certificates and a 6-month Pro Plan subscription for each team member.
Most Promising Innovation - Winner 3
Title: Following Mechanics with our YOLO Model
Authors: Frank C Vanris, Igor Janotti, Joseph Hoang, and Trong Duong
This publication presents a compelling approach to developing an autonomous robot designed to assist disabled users by utilizing the YOLO model for user recognition and integrating various sensors for enhanced functionality. The project's impressive achievement of 80% mean average precision with the YOLO model, alongside a strong focus on accessibility, highlights the team's commitment to real-world application and innovation. The judges approved the thorough validation methods employed and look forward to the continued progress of this promising work.
Prize: $150 cash for the team; digital certificates and a 6-month Pro Plan subscription for each team member.
Most Promising Innovation - Winner 4
Title: Vision-Based Perception Systems for Autonomous Vehicles
Authors: Fatima Saud, Fatima Shah, Inzamam Ul Haq, Ansharah Mobeen, Aleema Saleem
This publication presents a sophisticated vision-based perception system for autonomous vehicles, integrating lane detection, object recognition, and collision warnings. The project's high complexity and transformative approach to enhancing vehicle safety and navigation capabilities are admirable, showcasing significant potential for real-world application. The judges expressed a desire for more detailed insights, particularly regarding the code, and are eager to see further developments from this talented group.
Prize: $150 cash for the team; digital certificates and a 6-month Pro Plan subscription for each team member.
Most Promising Innovation - Winner 5
Title: vRD-OCR: Multi-Head Long Text Recognition in Low Quality Images
Authors: Khadija Irfan, Osama Amjad and Amur Saqib Pal
This publication presents vRD-OCR, a sophisticated model designed for long text recognition in low-quality images, achieving an impressive character-level accuracy of 97.36%. The judges noted the remarkable clarity and thoroughness in detailing the model architecture and optimization strategies, which significantly enhance its applicability in accuracy-sensitive tasks. The well-structured presentation of the research not only showcases technical depth but also sets a benchmark for future innovations in the field.
Prize: $150 cash for the team; digital certificates and a 6-month Pro Plan subscription for each team member.
Distinguished Applied Solution Showcase - Winner 1
Title: Handwritten text Recognition/ Computer Vision Project
Authors: Nivedita Chauhan and Ishika Dhanuka
This publication presents a compelling case study on automating the merchant onboarding process for a major Indian financial services organization through computer vision techniques. The project effectively demonstrates significant time savings and enhanced efficiency, achieving a remarkable reduction in processing time from days to mere seconds. The judges applauded the team's ability to showcase the transformative impact of AI in streamlining operations and improving data accuracy, making it a noteworthy contribution to the field.
Prize: $150 cash for the team; digital certificates and a 6-month Pro Plan subscription for each team member.
Distinguished Applied Solution Showcase - Winner 2
Title: Enhancing MRI Analysis with Multimodal AI and Computer Vision.
Authors: Steven Ogwal
This publication addresses a critical need in the medical field by presenting a well-executed multimodal AI solution for enhancing MRI analysis and early brain tumor detection. The clarity of the performance evaluation, coupled with a reference to a live demo using Roboflow, showcases the project's practical applicability and robustness. The judges appreciated the thorough testing of the prototype, which further validates the reproducibility and reusability of this novel work.
Prize: $150 cash for the team; digital certificates and a 6-month Pro Plan subscription for each team member.
Distinguished Applied Solution Showcase - Winner 3
Title: DentalVis: Multiclass Tooth Segmentation for Panoramic X-rays
Authors: Baran GüçLü
This publication presents "DentalVis," a well-structured solution addressing the critical challenge of tooth segmentation in panoramic X-ray images. The cutting-edge approach, combined with excellent visuals and thorough documentation, showcases the project's potential to enhance dental diagnostics significantly. The judges recognized the clarity and depth of the presentation, which effectively communicates the relevance and applicability of the proposed solution.
Prize: $150 cash for the team; digital certificates and a 6-month Pro Plan subscription for each team member.
Distinguished Applied Solution Showcase - Winner 4
Title: Surgical Scene Understanding in Laparoscopic Hysterectomy via Deep Learning
Authors: Rashad Hosseini
This publication presents a compelling approach to enhancing surgical scene understanding in laparoscopic hysterectomy through deep learning techniques. The transformative application of a segmentation model to classify surgical instruments and anatomical structures demonstrates both technical proficiency and relevance in a challenging medical domain. The judges appreciated the project's impressive implementation, noting its potential impact on surgical efficiency, while also advising readers to be mindful of the graphic nature of some images.
Prize: $150 cash for the team; digital certificates and a 6-month Pro Plan subscription for each team member.
Distinguished Applied Solution Showcase - Winner 5
Title: AeroSage: Generative AI for Trusted Aviation Maintenance
Authors: Chakka Guna Sekhar Venkata Chennaiah
This publication presents an excellent real-world application of multi-modal RAG technology in the aviation sector, effectively addressing the critical challenges faced by maintenance technicians. The innovative approach not only enhances safety and efficiency but also demonstrates significant cost savings through improved documentation processes. The judges appreciated the team's ability to showcase a powerful use case that sets a benchmark for future developments in the field.
Prize: $150 cash for the team; digital certificates and a 6-month Pro Plan subscription for each team member.
Distinguished Applied Solution Showcase - Winner 6
Title: I Care - Smart Doctor - Comprehensive Medical System
Authors: Abdallah Fekry
This publication presents an ambitious and well-structured project aimed at revolutionizing healthcare through AI-driven diagnostics. The comprehensive approach, which includes a smart chatbot and advanced imaging analysis, showcases a remarkable methodology that integrates multiple AI techniques. The judges commend the authors for their expansive vision and suggest focusing on 1-2 high-priority use cases to enhance the project's impact, making it a deserving recipient of the Distinguished Applied Solution Showcase award.
Prize: $150 cash for the team; digital certificates and a 6-month Pro Plan subscription for each team member.
Distinguished Applied Solution Showcase - Winner 7
Title: LungAI: AI-Powered CT Scan Analysis for Early Lung Cancer Detection
Authors: Sara Salmón Fernández
LungAI presents a well-structured approach to enhancing early lung cancer detection through AI-powered CT scan analysis. The project effectively balances technical depth with accessibility, featuring clear documentation, well-placed code, and a compelling video demonstration that showcases its practical application. Judges appreciated the publication for its thorough presentation, making it a recommended model for future project submissions.
Prize: $150 cash for the team; digital certificates and a 6-month Pro Plan subscription for each team member.
Outstanding Solution Implementation - Winner 1
Title: GeoSynthAI: Vistas, Generation of Satellite Imagery for Urban Planning and Development
Authors: Shoaib Mustafa Khan, Khadija Mahmood and Raffay Arshad
This publication presents a highly effective AI-driven pipeline for generating satellite imagery tailored for urban planning, significantly reducing the time required for development from years to mere seconds. The judges noted the professional quality of the implementation and the comprehensive repository, which showcases the project's potential impact in a critical domain. The team's meticulous approach to integrating advanced generative models and ensuring practical applicability sets a high standard for solution implementation in the field.
Prize: $150 cash for the team; digital certificates and a 6-month Pro Plan subscription for each team member.
Outstanding Solution Implementation - Winner 2
Title: Camvisiotech - AIOT Security System
Authors: Mohit Talwar and Jjateen Gundesha
This publication presents a well-structured documentation to the CamVisioTech AI-powered IoT security system, featuring a clear pipeline diagram that enhances understanding of the learning objectives. The practical demonstration effectively showcases the functionality of the prototype, highlighting its real-world applicability. The judges highly appreciated the authors' pioneering approach and look forward to the project's continued development.
Prize: $150 cash for the team; digital certificates and a 6-month Pro Plan subscription for each team member.
Outstanding Solution Implementation - Winner 3
Title: Comprehensive Image Captioning Model with a Customizable End-to-End Training Pipeline and Deployment
Authors: Manal El Aidouni
This publication offers a comprehensive and modular guide to developing an image captioning system, effectively covering all stages from data processing to deployment. The integration of advanced techniques, such as attention mechanisms and pre-trained embeddings, highlights the authors' commitment to enhancing model performance. The judges particularly recognized the thoughtful attention to deployment considerations using Flask, Docker, and AWS EC2, which underscores the project's emphasis on reproducibility and scalability.
Prize: $150 cash for the team; digital certificates and a 6-month Pro Plan subscription for each team member.
Distinguished Social Impact Innovation - Winner 1
Title: SafeSchool: Real-time Weapon Detection using YOLOv8 with LangChain-based Threat Analysis Agent
Authors: Narasimha Karthik Gaddamanugu
This publication presents SafeSchool, a novel and high-impact AI-driven security system that enhances school safety through real-time weapon detection and threat analysis. The integration of YOLOv8 for object detection with a Langchain-based monitoring agent is particularly noteworthy, as it addresses critical challenges in traditional surveillance methods. The judges commend the authors for their timely focus on an important social issue and their commitment to developing effective solutions in this area.
Prize: $150 cash for the team; digital certificates and a 6-month Pro Plan subscription for each team member.
Distinguished Social Impact Innovation - Winner 2
Title: FlameGuard: AI-Powered Fire Detection System for Environmental Monitoring
Authors: Eduardo dos Santos Sousa
This publication presents an creative AI-powered fire detection system that addresses critical environmental challenges in Brazil, particularly in the Amazon. The judges appreciated the transparency in the methodology and the thorough documentation of results, which highlight the project's potential impact on mitigating fire risks. The commitment to leveraging technology for social good in such a serious context is admirable and aligns perfectly with the criteria for the Distinguished Social Impact Innovation prize.
Prize: $150 cash for the team; digital certificates and a 6-month Pro Plan subscription for each team member.
Distinguished Social Impact Innovation - Winner 3
Title: Eye-Controlled Mouse System Using Real-Time Face Mesh Detection
Authors: E M Piyamini Jayodya de Saram, E W A Nimesha Sewwandi, R M Akalanka Vimukthi Rathnayake
This publication presents an inventive eye-controlled mouse system designed to enhance computer accessibility for individuals with physical disabilities. The judges recognized the project's potential for significant social impact, noting the well-executed implementation and code that contribute to its effectiveness. This work stands out as a valuable application in assistive technology, showcasing a promising solution for hands-free interaction.
Prize: $150 cash for the team; digital certificates and a 6-month Pro Plan subscription for each team member.
Distinguished Social Impact Innovation - Winner 4
Title: Safe Steps - Real-Time Object Detection and MultiModal Navigation Assistant
Authors: Amina Javaid
This publication presents a multimodal AI navigation assistant designed to enhance the independence of visually impaired individuals. Its cutting-edge approach effectively combines real-time object detection with audio feedback, showcasing significant potential for improving accessibility and quality of life. The judges recognized the importance of this project, particularly in today's context, and approved its creative demonstration of AI's capacity for social good.
Prize: $150 cash for the team; digital certificates and a 6-month Pro Plan subscription for each team member.
