1 code implementation • 17 Mar 2024 • Chun-Tse Chien, Rui-Yang Ju, Kuang-Yi Chou, Jen-Shiun Chiang
The introduction of YOLOv9, the latest version of the You Only Look Once (YOLO) series, has led to its widespread adoption across various scenarios.
Ranked #2 on Object Detection on GRAZPEDWRI-DX
1 code implementation • 14 Feb 2024 • Chun-Tse Chien, Rui-Yang Ju, Kuang-Yi Chou, Enkaer Xieerke, Jen-Shiun Chiang
Therefore, we combine ResBlock and GAM, introducing ResGAM to design another new YOLOv8-AM model, whose mAP 50 value is increased to 65. 0%.
Ranked #1 on Object Detection on GRAZPEDWRI-DX
no code implementations • 27 Jun 2023 • Chih-Chia Chen, Wei-Han Chen, Jen-Shiun Chiang, Chun-Tse Chien, Tingkai Chang
Combining high-level and low-level visual tasks is a common technique in the field of computer vision.
1 code implementation • 27 May 2023 • Rui-Yang Ju, Yu-Shian Lin, Jen-Shiun Chiang, Chih-Chia Chen, Wei-Han Chen, Chun-Tse Chien
This work compares the performance of the proposed method with other state-of-the-art (SOTA) methods on DIBCO and H-DIBCO ((Handwritten) Document Image Binarization Competition) datasets.
Ranked #4 on Binarization on DIBCO 2013
2 code implementations • 16 Mar 2023 • Rui-Yang Ju, Chih-Chia Chen, Jen-Shiun Chiang, Yu-Shian Lin, Wei-Han Chen, Chun-Tse Chien
We apply this strategy to SwinIR and present a new model, which named SwinOIR (Object Image Restoration Using Swin Transformer).
Ranked #9 on Image Super-Resolution on BSD100 - 3x upscaling
1 code implementation • 29 Nov 2022 • Rui-Yang Ju, Yu-Shian Lin, Yanlin Jin, Chih-Chia Chen, Chun-Tse Chien, Jen-Shiun Chiang
The efficient segmentation of foreground text information from the background in degraded color document images is a critical challenge in the preservation of ancient manuscripts.
Ranked #2 on Binarization on H-DIBCO 2018