hacksider/Deep-Live-Cam
Apr 2025 – Mar 2026
10 Months active
Languages Used
NonePythonTextMarkdownDockerfileYAMLC++Shell
Technical Skills
Computer VisionDeep LearningDependency ManagementFace SwappingMetadata ManagementModel Management
Kenneth Estanislao
PROFILE
Kenneth Estanislao
Over ten months, Hacksider developed and maintained the Deep-Live-Cam repository, delivering 35 features and resolving 6 bugs with a focus on real-time face swapping and computer vision. Hacksider implemented GPU-accelerated pipelines using Python and C++, integrating ONNX Runtime and CoreML for cross-platform performance. The work included dynamic model selection, CUDA and Apple Silicon optimizations, and UI enhancements such as Poisson blending and a Face Randomizer. Extensive documentation and onboarding improvements reduced support overhead and improved user experience. Regular dependency updates, CI/CD workflow governance, and security hardening demonstrated a thorough, maintainable engineering approach with attention to deployment reliability.
Overall Statistics
Feature vs Bugs
85%Features
Repository Contributions
69Total
Bugs
6
Commits
69
Features
35
Lines of code
13,072
Activity Months10
Your Network
25 peopleShared Repositories
25
zjy-devMember
KRSHHMember
Adrian ZimbranMember
Laurensius Dede SuhardimanMember
carpusherwMember
Chou ChamnanMember
Pedro SantosMember
David StroukMember
David StroukMember
Work History
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.
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
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.
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.
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.
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
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.
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.
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.
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
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.
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.
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.
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
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.
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.
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.
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
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.
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.
Activity
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Quality Metrics
Correctness91.2%
Maintainability90.4%
Architecture87.8%
Performance88.8%
AI Usage29.8%
Skills & Technologies
Programming Languages
C++DockerfileJSONMarkdownNonePythonShellTextYAML
Technical Skills
AI DevelopmentAPI IntegrationC++CI/CDComputer VisionCoreMLDeep LearningDependency ManagementDocumentationExecution Provider ManagementFFmpegFace RecognitionFace SwappingFile HandlingFull Stack Development
Repositories Contributed To
Overview of all repositories you've contributed to across your timeline