hacksider/Deep-Live-Cam
Nov 2024 – Jun 2026
18 Months active
Languages Used
GitMarkdownPythonTexttextNoneDockerfileYAML
Technical Skills
DocumentationVersion ControlCode ReversionDeep LearningMachine LearningMetadata Management
Kenneth Estanislao
PROFILE
Kenneth Estanislao
Over 18 months, contributed to hacksider/Deep-Live-Cam by building and refining a real-time face processing and swapping application using Python, C++, and PyQt. Focused on GPU-accelerated pipelines, cross-platform compatibility, and user experience, the work included CUDA and CoreML integration, dynamic ONNX model selection, and robust dependency management. Enhanced onboarding through comprehensive documentation and streamlined installation, while implementing performance optimizations and UI improvements for smoother video processing. Addressed stability and security by reverting destabilizing changes, hardening code execution, and supporting non-ASCII file paths. The engineering approach emphasized maintainability, clear versioning, and scalable architecture, enabling reliable deployment across diverse hardware environments.
Overall Statistics
Feature vs Bugs
83%Features
Repository Contributions
128Total
Bugs
11
Commits
128
Features
54
Lines of code
29,454
Activity Months18
Your Network
36 peopleWork History
June 2026
3 Commits • 2 Features
Jun 1, 2026June 2026 monthly summary for hacksider/Deep-Live-Cam focused on expanding compatibility, improving onboarding, and aligning release tooling. Key features delivered and documented to reduce friction and broaden adoption across language and hardware configurations.
3 Commits • 2 Features
Jun 1, 2026June 2026 monthly summary for hacksider/Deep-Live-Cam focused on expanding compatibility, improving onboarding, and aligning release tooling. Key features delivered and documented to reduce friction and broaden adoption across language and hardware configurations.
June 2026
May 2026
11 Commits • 6 Features
May 1, 2026May 2026: Delivered major product and reliability improvements for Deep-Live-Cam including UI modernization, GPU-accelerated face processing, performance optimizations, higher-fidelity face swapping, dynamic landmarking, and updated release documentation. These changes improved frame rates, reduced jitter, enhanced user experience, and streamlined release processes.
May 2026
11 Commits • 6 Features
May 1, 2026May 2026: Delivered major product and reliability improvements for Deep-Live-Cam including UI modernization, GPU-accelerated face processing, performance optimizations, higher-fidelity face swapping, dynamic landmarking, and updated release documentation. These changes improved frame rates, reduced jitter, enhanced user experience, and streamlined release processes.
April 2026
3 Commits • 2 Features
Apr 1, 2026April 2026: Stabilized real-time DML-based face processing while improving user feedback and throughput. Reverted AMD DirectML optimization that affected resource management, and delivered threading improvements with DML provider checks for CUDA/CPU. Simplified the processing pipeline by removing a dedicated detection thread to boost performance, accompanied by clearer video processing status messages for end-users. These changes enhance reliability, responsiveness, and scalability of the Deep-Live-Cam workflow.
3 Commits • 2 Features
Apr 1, 2026April 2026: Stabilized real-time DML-based face processing while improving user feedback and throughput. Reverted AMD DirectML optimization that affected resource management, and delivered threading improvements with DML provider checks for CUDA/CPU. Simplified the processing pipeline by removing a dedicated detection thread to boost performance, accompanied by clearer video processing status messages for end-users. These changes enhance reliability, responsiveness, and scalability of the Deep-Live-Cam workflow.
April 2026
March 2026
9 Commits • 3 Features
Mar 1, 2026March 2026 (2026-03) — Key security, UX, and feature enhancements for hacksider/Deep-Live-Cam. Delivered security hardening, face analysis improvements, a new Face Randomizer, and comprehensive documentation for version 2.7 beta. These changes improve reliability, usability, and business value for end users and model deployment.
March 2026
9 Commits • 3 Features
Mar 1, 2026March 2026 (2026-03) — Key security, UX, and feature enhancements for hacksider/Deep-Live-Cam. Delivered security hardening, face analysis improvements, a new Face Randomizer, and comprehensive documentation for version 2.7 beta. These changes improve reliability, usability, and business value for end users and model deployment.
February 2026
17 Commits • 12 Features
Feb 1, 2026February 2026 — hacksider/Deep-Live-Cam: Delivered a suite of performance, UX, and model-portability enhancements that improve real-time processing, reliability, and developer/documentation quality. Key features include: Performance Optimization to reduce runtime, GPU-accelerated OpenCV for faster image operations, UI updates and mouth mask rendering improvements, and ONNX-based enhancements (Face enhancer ONNX support; GFPGANv1.4 download link updated to ONNX). Metadata and versioning updates (README and Quick Start) with version bumps to 2.0.3c. Bug fixes include correcting the model download path and URL (PR #1189). Impact: notably faster inference, more robust model loading, a clearer developer and user experience, and easier adoption for downstream integrators. Technologies demonstrated: CUDA/OpenCV acceleration, ONNX integration, model porting and deployment, UI scripting, and comprehensive documentation.
17 Commits • 12 Features
Feb 1, 2026February 2026 — hacksider/Deep-Live-Cam: Delivered a suite of performance, UX, and model-portability enhancements that improve real-time processing, reliability, and developer/documentation quality. Key features include: Performance Optimization to reduce runtime, GPU-accelerated OpenCV for faster image operations, UI updates and mouth mask rendering improvements, and ONNX-based enhancements (Face enhancer ONNX support; GFPGANv1.4 download link updated to ONNX). Metadata and versioning updates (README and Quick Start) with version bumps to 2.0.3c. Bug fixes include correcting the model download path and URL (PR #1189). Impact: notably faster inference, more robust model loading, a clearer developer and user experience, and easier adoption for downstream integrators. Technologies demonstrated: CUDA/OpenCV acceleration, ONNX integration, model porting and deployment, UI scripting, and comprehensive documentation.
February 2026
December 2025
6 Commits • 2 Features
Dec 1, 2025December 2025 performance summary for hacksider/Deep-Live-Cam. Focused month on delivering high-quality features and improving release-readiness through targeted UX improvements and up-to-date documentation. No major defects reported; work emphasized user experience, maintainability, and clear versioning for faster onboarding and smoother deployment.
December 2025
6 Commits • 2 Features
Dec 1, 2025December 2025 performance summary for hacksider/Deep-Live-Cam. Focused month on delivering high-quality features and improving release-readiness through targeted UX improvements and up-to-date documentation. No major defects reported; work emphasized user experience, maintainability, and clear versioning for faster onboarding and smoother deployment.
November 2025
7 Commits • 4 Features
Nov 1, 2025November 2025 (2025-11) monthly summary for hacksider/Deep-Live-Cam: Delivered feature-driven updates focused on documentation, branding, and performance. Key outcomes include updating README credits to acknowledge Henry as a major contributor, enhancing README with IShowSpeed quotes, Apple Silicon optimizations for face swapping and detection (caching, adaptive detection rates, M1–M5 tuning), and Quick Start version alignment across v2.3b/v2.3c/v2.3d. No major bugs were documented in this dataset. Impact: improved onboarding and branding consistency, reduced latency on Apple Silicon devices, and clearer release/version guidance for users. Technologies demonstrated: Git-based version control, documentation management, performance optimization on Apple Silicon, and release/version management.
7 Commits • 4 Features
Nov 1, 2025November 2025 (2025-11) monthly summary for hacksider/Deep-Live-Cam: Delivered feature-driven updates focused on documentation, branding, and performance. Key outcomes include updating README credits to acknowledge Henry as a major contributor, enhancing README with IShowSpeed quotes, Apple Silicon optimizations for face swapping and detection (caching, adaptive detection rates, M1–M5 tuning), and Quick Start version alignment across v2.3b/v2.3c/v2.3d. No major bugs were documented in this dataset. Impact: improved onboarding and branding consistency, reduced latency on Apple Silicon devices, and clearer release/version guidance for users. Technologies demonstrated: Git-based version control, documentation management, performance optimization on Apple Silicon, and release/version management.
November 2025
October 2025
5 Commits • 4 Features
Oct 1, 2025October 2025 performance summary for hacksider/Deep-Live-Cam. Delivered a comprehensive feature set in 2.0c with enhanced face detection and masking, plus refinements for mouth/eyebrow masking and visual sharpness/interpolation. Implemented Mac-specific CoreML optimizations to improve FPS during face-swapping model loading. Enabled new media capture/processing capabilities by integrating pygrabber into project requirements. Updated core dependencies and documentation to align with the latest standards (PyTorch 2.8.0+cu128 for macOS; README version bumped to v2.3). Internal refactors and dependency updates contributed to stability, maintainability, and cross-platform performance. This work lays the groundwork for improved real-time performance, better user experience, and easier developer onboarding.
October 2025
5 Commits • 4 Features
Oct 1, 2025October 2025 performance summary for hacksider/Deep-Live-Cam. Delivered a comprehensive feature set in 2.0c with enhanced face detection and masking, plus refinements for mouth/eyebrow masking and visual sharpness/interpolation. Implemented Mac-specific CoreML optimizations to improve FPS during face-swapping model loading. Enabled new media capture/processing capabilities by integrating pygrabber into project requirements. Updated core dependencies and documentation to align with the latest standards (PyTorch 2.8.0+cu128 for macOS; README version bumped to v2.3). Internal refactors and dependency updates contributed to stability, maintainability, and cross-platform performance. This work lays the groundwork for improved real-time performance, better user experience, and easier developer onboarding.
August 2025
3 Commits • 2 Features
Aug 1, 2025August 2025 focused on performance optimization, installation reliability, and release readiness for hacksider/Deep-Live-Cam. The team delivered a dynamic ONNX model selection mechanism for the face swapper based on CUDA execution provider availability, tightened install workflows to prevent conflicts with GFP-GAN and Basicsr, and updated the pre-built distribution version to reflect packaging changes.
3 Commits • 2 Features
Aug 1, 2025August 2025 focused on performance optimization, installation reliability, and release readiness for hacksider/Deep-Live-Cam. The team delivered a dynamic ONNX model selection mechanism for the face swapper based on CUDA execution provider availability, tightened install workflows to prevent conflicts with GFP-GAN and Basicsr, and updated the pre-built distribution version to reflect packaging changes.
August 2025
July 2025
4 Commits • 2 Features
Jul 1, 2025Month: 2025-07 — Hacksider/Deep-Live-Cam: Delivered foundational improvements to ML stack and CI/CD workflow governance. No major bugs were reported as fixed this period. Focused on performance, stability, and maintainability to drive business value through smoother inference, fewer runtime issues, and clearer CI practices.
July 2025
4 Commits • 2 Features
Jul 1, 2025Month: 2025-07 — Hacksider/Deep-Live-Cam: Delivered foundational improvements to ML stack and CI/CD workflow governance. No major bugs were reported as fixed this period. Focused on performance, stability, and maintainability to drive business value through smoother inference, fewer runtime issues, and clearer CI practices.
June 2025
5 Commits • 2 Features
Jun 1, 2025June 2025 monthly summary for hacksider/Deep-Live-Cam. Focused on enabling RTX 50xx GPU support with a CUDA stack upgrade and simplifying user-facing docs to reflect current capabilities. Delivered compatibility enhancements and clearer onboarding materials to drive enterprise adoption and developer productivity, including a Python 3.11 requirement for modern performance and stability.
5 Commits • 2 Features
Jun 1, 2025June 2025 monthly summary for hacksider/Deep-Live-Cam. Focused on enabling RTX 50xx GPU support with a CUDA stack upgrade and simplifying user-facing docs to reflect current capabilities. Delivered compatibility enhancements and clearer onboarding materials to drive enterprise adoption and developer productivity, including a Python 3.11 requirement for modern performance and stability.
June 2025
May 2025
1 Commits • 1 Features
May 1, 2025May 2025 — Hacksider/Deep-Live-Cam: Focused on onboarding and documentation improvements to accelerate time-to-value for new users. Delivered an updated README with a new quick-start URL for pre-built Windows builds, simplifying setup and reducing first-run friction. No major bugs fixed this month; maintenance centered on clarity and accessibility of installation instructions to reduce support queries. This work demonstrates expertise in documentation best practices, Git version control, and user-centric design, with measurable business impact in faster onboarding and lower support load.
May 2025
1 Commits • 1 Features
May 1, 2025May 2025 — Hacksider/Deep-Live-Cam: Focused on onboarding and documentation improvements to accelerate time-to-value for new users. Delivered an updated README with a new quick-start URL for pre-built Windows builds, simplifying setup and reducing first-run friction. No major bugs fixed this month; maintenance centered on clarity and accessibility of installation instructions to reduce support queries. This work demonstrates expertise in documentation best practices, Git version control, and user-centric design, with measurable business impact in faster onboarding and lower support load.
April 2025
12 Commits • 3 Features
Apr 1, 2025April 2025 monthly highlights for hacksider/Deep-Live-Cam: strengthened code hygiene, refreshed dependencies, and stabilized the codebase through targeted rollbacks. Delivered tangible business value by reducing repository clutter, keeping dependencies current, and ensuring reliable deployments across the month.
12 Commits • 3 Features
Apr 1, 2025April 2025 monthly highlights for hacksider/Deep-Live-Cam: strengthened code hygiene, refreshed dependencies, and stabilized the codebase through targeted rollbacks. Delivered tangible business value by reducing repository clutter, keeping dependencies current, and ensuring reliable deployments across the month.
April 2025
March 2025
5 Commits • 2 Features
Mar 1, 2025March 2025 monthly summary for hacksider/Deep-Live-Cam: Focused on performance, CUDA compatibility, and documentation. Improvements target core processing pipeline, resource management, and release clarity to enable faster deployment and broader hardware support.
March 2025
5 Commits • 2 Features
Mar 1, 2025March 2025 monthly summary for hacksider/Deep-Live-Cam: Focused on performance, CUDA compatibility, and documentation. Improvements target core processing pipeline, resource management, and release clarity to enable faster deployment and broader hardware support.
February 2025
11 Commits • 2 Features
Feb 1, 2025February 2025 monthly summary for hacksider/Deep-Live-Cam focusing on GPU acceleration enablement, ML stack updates, and stability improvements across platforms. Delivered CUDA toolkit and GPU acceleration support, upgraded core ML libraries with typing-extensions, and stabilized dependencies by reverting destabilizing changes. Updated documentation to reflect new configurations and ensured cross-platform reproducibility for real-time processing.
11 Commits • 2 Features
Feb 1, 2025February 2025 monthly summary for hacksider/Deep-Live-Cam focusing on GPU acceleration enablement, ML stack updates, and stability improvements across platforms. Delivered CUDA toolkit and GPU acceleration support, upgraded core ML libraries with typing-extensions, and stabilized dependencies by reverting destabilizing changes. Updated documentation to reflect new configurations and ensured cross-platform reproducibility for real-time processing.
February 2025
January 2025
21 Commits • 4 Features
Jan 1, 2025January 2025 monthly summary for hacksider/Deep-Live-Cam: Delivered targeted documentation enhancements and metadata refinements, along with dependency updates, while restoring stability after unintended merges. The changes emphasize onboarding clarity, maintainability, and stability to support ongoing development and faster integration.
January 2025
21 Commits • 4 Features
Jan 1, 2025January 2025 monthly summary for hacksider/Deep-Live-Cam: Delivered targeted documentation enhancements and metadata refinements, along with dependency updates, while restoring stability after unintended merges. The changes emphasize onboarding clarity, maintainability, and stability to support ongoing development and faster integration.
December 2024
3 Commits
Dec 1, 2024December 2024 (2024-12) performance summary for hacksider/Deep-Live-Cam focused on stability and maintenance. Key stability improvements were delivered for the Face Enhancer MPS workflow on macOS, reducing initialization issues and ensuring a single, reliable device-detection path. Essential maintenance included a branding-consistent metadata update.
3 Commits
Dec 1, 2024December 2024 (2024-12) performance summary for hacksider/Deep-Live-Cam focused on stability and maintenance. Key stability improvements were delivered for the Face Enhancer MPS workflow on macOS, reducing initialization issues and ensuring a single, reliable device-detection path. Essential maintenance included a branding-consistent metadata update.
December 2024
November 2024
2 Commits • 1 Features
Nov 1, 2024November 2024 monthly summary for hacksider/Deep-Live-Cam. Focused on documentation and repository hygiene improvements to boost onboarding, security, and maintainability. The changes deliver clearer guidance for users, reduce environment-data leakage, and create a cleaner, auditable codebase. Demonstrated skills in version control discipline, Markdown documentation, and repository hygiene.
November 2024
2 Commits • 1 Features
Nov 1, 2024November 2024 monthly summary for hacksider/Deep-Live-Cam. Focused on documentation and repository hygiene improvements to boost onboarding, security, and maintainability. The changes deliver clearer guidance for users, reduce environment-data leakage, and create a cleaner, auditable codebase. Demonstrated skills in version control discipline, Markdown documentation, and repository hygiene.
Activity
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Quality Metrics
Correctness91.4%
Maintainability91.4%
Architecture88.8%
Performance89.0%
AI Usage27.0%
Skills & Technologies
Programming Languages
C++DockerfileGitJSONMarkdownNonePythonShellTextYAML
Technical Skills
AI DevelopmentAI IntegrationAI and machine learningAPI IntegrationArgument ParsingC++CI/CDCode ReversionComputer VisionCoreMLDeep LearningDependency ManagementDocumentationEnvironment ConfigurationExecution Provider Management
Repositories Contributed To
Overview of all repositories you've contributed to across your timeline