Few-Shot Image Classification and Segmentation as Visual Question Answering Using Vision-Language Models

no code implementations • 15 Mar 2024 • Tian Meng, Yang Tao, Ruilin Lyu, Wuliang Yin

By enabling a VLM to interact with off-the-shelf vision models as tools, the proposed method is capable of classifying and segmenting target objects using only image-level labels.

Few-Shot Image Classification In-Context Learning +3

Few-Shot Classification & Segmentation Using Large Language Models Agent

no code implementations • 19 Nov 2023 • Tian Meng, Yang Tao, Wuliang Yin

The task of few-shot image classification and segmentation (FS-CS) requires the classification and segmentation of target objects in a query image, given only a few examples of the target classes.

Classification Few-Shot Image Classification +2

Depth Evaluation for Metal Surface Defects by Eddy Current Testing using Deep Residual Convolutional Neural Networks

no code implementations • 8 Mar 2021 • Tian Meng, Yang Tao, Ziqi Chen, Jorge R. Salas Avila, Qiaoye Ran, Yuchun Shao, Ruochen Huang, Yuedong Xie, Qian Zhao, Zhijie Zhang, Hujun Yin, Anthony J. Peyton, Wuliang Yin

Eddy current testing (ECT) is an effective technique in the evaluation of the depth of metal surface defects.

Time Series Time Series Analysis +1