👦🏻 잃어버린 얼굴을 찾아서

1Sungkyunkwan University2Korea University3Chung-Ang University4Ewha Womans University
*deep daiv.Project Lead

Motivation

Pipeline

Object Detection (YOLOv8, Ultralytics)

Super Resolution (Stable Diffusion, '22 CVPR)

i

Image Segmentation (Segment Anything, '23 ICCV)

Image Generation (DreamBooth, '23 CVPR)

Image Generation (Soft Inpainting)

Visual Comparisons

After
Before

Results

Citations


      @software{yolov8_2023,
        author = {Jocher, Glenn and Chaurasia, Ayush and Qiu, Jing},
        title = {YOLO by Ultralytics},
        url = {https://github.com/ultralytics/ultralytics},
        version = {8.0.0},
        year = {2023}
      }
      @article{kirillov2023segany,
        title={Segment Anything},
        author={Kirillov, Alexander and Mintun, Eric and Ravi, Nikhila and Mao, Hanzi and Rolland, Chloe and Gustafson, Laura and Xiao, Tete and Whitehead, Spencer and Berg, Alexander C. and Lo, Wan-Yen and Doll{\'a}r, Piotr and Girshick, Ross},
        journal={arXiv:2304.02643},
        year={2023}
      }
      @misc{rombach2021highresolution,
            title={High-Resolution Image Synthesis with Latent Diffusion Models}, 
            author={Robin Rombach and Andreas Blattmann and Dominik Lorenz and Patrick Esser and Björn Ommer},
            year={2021},
            eprint={2112.10752},
            archivePrefix={arXiv},
            primaryClass={cs.CV}
      }
      @inproceedings{ruiz2023dreambooth,
        title={Dreambooth: Fine tuning text-to-image diffusion models for subject-driven generation},
        author={Ruiz, Nataniel and Li, Yuanzhen and Jampani, Varun and Pritch, Yael and Rubinstein, Michael and Aberman, Kfir},
        booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
        year={2023}
      }