3 papers
cs.CV2026
A novel Framework for Open-Vocabulary Multi-Object Recognition using CLIP
Wei Yu Chen, Ying Dai
To address the limitations of existing open-vocabulary object recognition methods, including high system complexity, substantial training costs, and limited generalization capabili…
cs.CV2025
A Training-Free Framework for Open-Vocabulary Image Segmentation and Recognition with EfficientNet and CLIP
Ying Dai, Wei Yu Chen
This paper presents a novel training-free framework for open-vocabulary image segmentation and object recognition (OVSR), which leverages EfficientNetB0, a convolutional neural net…
cs.CV2024
Exploring PCA-based feature representations of image pixels via CNN to enhance food image segmentation
Ying Dai
For open vocabulary recognition of ingredients in food images, segmenting the ingredients is a crucial step. This paper proposes a novel approach that explores PCA-based feature re…