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@shtelo @Team-StarGarden @Team-IF @gachon-web-programming-8 @PLTI-Applay2021AppJam-Android @prml-dacon @opensw25-team5 @ICV-Team4

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Kinetic27/README.md

SeokJin Hong (Kinetic27) 

Hello world! 

☕ 마신 커피 만큼 코드를 뽑아냅니다. 👨‍💻
B.S. candidate in Artificial Intelligence at Gachon University.
Undergraduate researcher interested in computer vision and real-time perception systems.

Interests 🔭

Computer Vision · Object Detection · Efficient / Lightweight Detection · Real-Time High-Resolution Vision Systems · Small Object Detection · Robust & Multimodal Perception

Tech Stack 🛠️

I mostly build and experiment with vision models and practical perception systems:

  • training and evaluating object detectors with PyTorch, YOLO, and DETR-style architectures
  • optimizing high-resolution / small-object detection pipelines with OpenCV, TensorRT-FP16, and GPU workflows
  • building Android perception prototypes with Kotlin, CameraX, TFLite/LiteRT, TTS, and haptic feedback
  • running experiments on Linux workstations with Git, SSH, Jupyter, and CUDA-based tooling

Research / Team Projects 🧪

  • SQ-DETR: DETR-style object detection research code related to layer-wise query selection and efficient detection.
  • ASAP-Bird-Detection: asynchronous slicing pipeline for real-time high-resolution small-bird detection.
  • SmartMedia-YOLO26-Small-Object-Experiments: official YOLO26-family small-object detection ablation experiments.
  • VIA-Safe-Crosswalk: Android assistive crosswalk guidance app using CameraX, on-device traffic-light detection, TTS, and haptic feedback.

Publication / Manuscript 📄

  • Layer-Wise Query Selection to Eliminate Redundant Queries in DETR
    Applied Sciences, 2025-07-09. DOI: 10.3390/app15147686
    Contributors: Seok-Jin Hong, Chan-Young Choi, Sang-Woong Lee · Co-first author.
  • Asynchronous Slicing Accelerated Pipeline for Real-time High-Resolution Small Bird Flock Monitoring — under peer review. Code: ASAP-Bird-Detection
Online judge, GitHub stats & extras

Online Judge 💻

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  1. I'm a night 🦉 I'm a night 🦉
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  2. 25-p-project-team-6/VIA-Safe-Crosswalk 25-p-project-team-6/VIA-Safe-Crosswalk Public

    Android assistive crosswalk guidance app using CameraX, on-device traffic-light detection, and advisory TTS/haptic feedback.

    Kotlin 2

  3. ASAP-Bird-Detection ASAP-Bird-Detection Public

    ASAP bird detection: asynchronous slicing pipeline for high-resolution small-bird monitoring

    Python 1

  4. SQ-DETR SQ-DETR Public

    SQ-DETR research code for DETR-style object detection experiments

    Python 1

  5. SmartMedia-YOLO26-Small-Object-Experiments SmartMedia-YOLO26-Small-Object-Experiments Public

    Official YOLO26-family small-object detection ablation experiments for SmartMedia.

    Python 1

  6. opensw25-team5/drone-yolo-detection opensw25-team5/drone-yolo-detection Public

    Python