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Sharpiless/README.md

👋 Hi, I'm Sharpiless

Typing SVG




🚀 About Me

  • 🌐 My research focuses on 3D Computer Vision, Geometric Learning, and Robust Visual Perception.
  • 📐 Exploring Depth Estimation & Completion, Optical Flow, Stereo Matching, and Dense Feature Matching.
  • 🧩 Interested in Foundation Models, Knowledge Distillation, and Data-free Knowledge Transfer.
  • 🏗️ Investigating Scalable Data Synthesis and 3D-aware Data Generation for robust visual learning.
  • 🎨 Exploring 3D Generative Models, Novel View Synthesis, and Diffusion Models.
  • 💡 Passionate about bridging 3D Geometry, Representation Learning, and Real-world Applications.
  • ⭐ Feel free to explore my repositories and star anything you find useful!

🧠 Research Interests

🌐 3D Vision & Geometry 🧩 Foundation Models 📐 Geometric Matching
Depth Estimation & Completion Knowledge Distillation Optical Flow Estimation
3D Reconstruction & Perception Data-free Knowledge Transfer Stereo & Dense Matching
🎨 3D Generative Models 🏗️ Scalable Data Synthesis 🛡️ Robust Visual Learning
Novel View Synthesis 3D-aware Data Generation Zero-shot Generalization
Diffusion & 3D Generation Synthetic-to-Real Learning Multi-modal Perception

📚 Research & Publications

My research explores the intersection of 3D Geometry, Foundation Models, Data Synthesis, and Robust Visual Learning.



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🌟 Featured Projects


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💻 Coding

Coding GIF


🌐 Find Me


✨ Keep Learning · Keep Coding · Keep Exploring

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  1. MPI-Flow MPI-Flow Public

    Official Code of "[ICCV 2023] MPI-Flow: Learning Realistic Optical Flow with Multiplane Images"

    Python 65 2

  2. Yolov5-deepsort-inference Yolov5-deepsort-inference Public

    Yolov5 deepsort inference,使用YOLOv5+Deepsort实现车辆行人追踪和计数,代码封装成一个Detector类,更容易嵌入到自己的项目中

    Python 1.5k 288

  3. Yolov5-distillation-train-inference Yolov5-distillation-train-inference Public

    Yolov5 distillation training | Yolov5知识蒸馏训练,支持训练自己的数据

    Python 226 31

  4. DMD3C DMD3C Public

    1st Place on KITTI Depth Completion Leaderboard, Official Code of "[CVPR 2025] Distilling Monocular Foundation Model for Fine-grained Depth Completion"

    Python 108 9

  5. L2M L2M Public

    Official implementation of our ICCV'25 paper "Learning Dense Feature Matching via Lifting Single 2D Image to 3D Space"

    Python 71

  6. DMD3Cpp DMD3Cpp Public

    1st Place on KITTI Depth Completion Leaderboard, Official Code of "[CVPR 2025] Distilling Monocular Foundation Model for Fine-grained Depth Completion"

    Python 15 1