IP-Adapter: Text Compatible Image Prompt Adapter for Text-to-Image Diffusion Models

3 code implementations • 13 Aug 2023 • Hu Ye, Jun Zhang, Sibo Liu, Xiao Han, Wei Yang

Despite the simplicity of our method, an IP-Adapter with only 22M parameters can achieve comparable or even better performance to a fully fine-tuned image prompt model.

Diffusion Personalization Tuning Free Image Generation +1

LYSTO: The Lymphocyte Assessment Hackathon and Benchmark Dataset

no code implementations • 16 Jan 2023 • Yiping Jiao, Jeroen van der Laak, Shadi Albarqouni, Zhang Li, Tao Tan, Abhir Bhalerao, Jiabo Ma, Jiamei Sun, Johnathan Pocock, Josien P. W. Pluim, Navid Alemi Koohbanani, Raja Muhammad Saad Bashir, Shan E Ahmed Raza, Sibo Liu, Simon Graham, Suzanne Wetstein, Syed Ali Khurram, Thomas Watson, Nasir Rajpoot, Mitko Veta, Francesco Ciompi

Additionally, we present post-competition results where we show how the presented methods perform on an independent set of lung cancer slides, which was not part of the initial competition, as well as a comparison on lymphocyte assessment between presented methods and a panel of pathologists.

Reconstruct high-resolution multi-focal plane images from a single 2D wide field image

no code implementations • 21 Sep 2020 • Jiabo Ma, Sibo Liu, Shenghua Cheng, Xiuli Liu, Li Cheng, Shaoqun Zeng

High-resolution 3D medical images are important for analysis and diagnosis, but axial scanning to acquire them is very time-consuming.

Generative Adversarial Network Super-Resolution