# Submissions for: Automatically Segment and Label Objects in Video

|#| Submission | Links |
|-|-|-------------------------------------------|
|1|[Hybrid Multi-Class Video Segmentation with Deep Learning](https://github.com/MohitGoyal09/MATLAB_CHALLENGE_203)<br/> This hybrid multi-class system uses YOLOv4 detection and a multi-stage classical vision pipeline for mask refinement, automatically generating high-quality pixel labels for video objects and reducing manual labeling time by 85.7%. <br><br> **Authors:** Angel Gupta, Mohit Goyal <br/> **Affiliation:** bharati vidyapeeth college of engineering ,GGSIPU <br> **Submission Date:** 2025-08-20|<img width="400" height="0" style="display:block;line-height:0;border:none;" alt=""><br>[![GitHub Repo](https://img.shields.io/badge/GitHub-Repo-181717?style=flat&logo=github&logoColor=white)](https://github.com/MohitGoyal09/MATLAB_CHALLENGE_203) <br> [![Open in MATLAB Online](https://www.mathworks.com/images/responsive/global/open-in-matlab-online.svg)](https://matlab.mathworks.com/open/github/v1?repo=MohitGoyal09/MATLAB_CHALLENGE_203) <br>  <br><br><br> [![Trend: Artificial Intelligence](https://img.shields.io/badge/Trend-Artificial%20Intelligence-blue?style=flat)](https://github.com/mathworks/MathWorks-Excellence-in-Innovation/blob/main/megatrends/Artificial%20Intelligence.md) [![Trend: Computer Vision](https://img.shields.io/badge/Trend-Computer%20Vision-blue?style=flat)](https://github.com/mathworks/MathWorks-Excellence-in-Innovation/blob/main/megatrends/Computer%20Vision.md)|
|2|[Advanced Video Object Segmentation for MATLAB Labeler](https://github.com/Madhumitha282002/MATLAB_203/)<br/> An advanced multi-technique video object segmentation algorithm for MATLAB's Video Labeler, leveraging optical flow, appearance modeling, and superpixel regularization to achieve efficient, accurate, and automated video annotation. <br><br> **Authors:** Madhumitha Katam <br/> **Affiliation:** Arizona State University <br> **Submission Date:** 2025-07-31|<img width="400" height="0" style="display:block;line-height:0;border:none;" alt=""><br>[![GitHub Repo](https://img.shields.io/badge/GitHub-Repo-181717?style=flat&logo=github&logoColor=white)](https://github.com/Madhumitha282002/MATLAB_203/) <br> [![Open in MATLAB Online](https://www.mathworks.com/images/responsive/global/open-in-matlab-online.svg)](https://matlab.mathworks.com/open/github/v1?repo=Madhumitha282002/MATLAB_203) <br>  <br><br><br> [![Trend: Artificial Intelligence](https://img.shields.io/badge/Trend-Artificial%20Intelligence-blue?style=flat)](https://github.com/mathworks/MathWorks-Excellence-in-Innovation/blob/main/megatrends/Artificial%20Intelligence.md) [![Trend: Computer Vision](https://img.shields.io/badge/Trend-Computer%20Vision-blue?style=flat)](https://github.com/mathworks/MathWorks-Excellence-in-Innovation/blob/main/megatrends/Computer%20Vision.md)|