GSoC Participation History
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Past Projects
Interactive Multimodal Data Explorer using Datumaro and OTX
Managing and refining large-scale multimodal datasets—comprising images, text, and other data types—poses significant challenges due to the lack of...
OpenVINO GenAI provider for LangChain
This project aims to develop an OpenVINO GenAI extension for LangChain, enabling users to utilize OpenVINO as a backend for running language models....
Enhancing Anomalib with SOTA Anomaly Detection Benchmarks, Models and Evaluation Metrics
This project aims to enhance Anomalib by integrating state-of-the-art (SOTA) anomaly detection models, including GLASS, GLAD, MuSc, for both...
Improve OTX Classification via DoRA and Transformer Backbone.
This project addresses the inefficiency of full fine-tuning in classification tasks on small-scale datasets and low-resource environments within...
Optimized Serving endpoint for classic machine learning model training and inference
As machine learning models grow in size and complexity, there is a rising need for fast, efficient, and scalable ways to serve them in production...
Proposal for 20. Demonstrating integration of open-webui with OpenVINO Model Server
The goal of this project is to enable seamless integration between Open-WebUI—a comprehensive frontend platform designed for generative AI...
Traffic Intersection Monitoring System with OpenVINO
The project is designed to detect vehicles, pedestrians, and traffic violations such as red-light jumping in real time. At its core, the system uses...
Fine-tuning Vision-Language Models for Object Detection and Hierarchical Classification
This project aims to fine-tune Vision-Language Models (VLMs) for domain-specific tasks like object detection and hierarchical classification,...
OpenVINO AI PC Model Training Kit
This proposal outlines a detailed, structured, and actionable two-phase strategy for developing an OpenVINO AI PC Model Training Kit. The core...
Keras hub GenAI/LLM pipelines for the OpenVINO backend in Keras 3
Enable popular Keras Hub GenAI/LLM pipelines for the OpenVINO backend in Keras 3 and optimize their performance. This project focuses on implementing...
Project 18: Multimodal embeddings based on OVMS
This project aims to optimize the calculation of multimodal embeddings (text, image, audio, video) by exposing REST API endpoints in OpenVINO Model...
Expand OpenVINO AUTO
The AI PC has multiple processing units. While most face detection models use just one unit throughout their lifetime, we try to use all the units...
Accelerating Inference of NNCF-Compressed LLMs with Triton
Large Language Models (LLMs) have demonstrated exceptional performance across a wide range of tasks, leading to their widespread adoption. However,...
OpenVINO Messenger AI-Assistant for an AI PC
Modern messaging platforms like Discord and Slack are not just used for communication but also for consuming news, discussions, and topic-specific...
Gesture Control with OpenVINO
This project aims to develop a hand-gesture computer control system by porting MediaPipe’s Gesture Recognizer to OpenVINO, enhancing performance on...
Training Edge-Deployable Models via Collaborative Annotation with Humans and Large Foundation Models
This project aims to implement a framework that leverages Large Foundation Models (LFMs) for automated dataset annotation. It also aims to distill...
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