Contrastive knowledge transfer from CLIP for open vocabulary object detection

• Main Author: Zhang, Chuhan
• Other Authors: Hanwang Zhang
• Format: Thesis-Master by Research
• Language: English
• Published: Nanyang Technological University 2023
• Subjects: Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence; Engineering::Computer science and engineering::Computing methodologies::Image processing and computer vision
• Online Access: https://hdl.handle.net/10356/172024
• Institution: Nanyang Technological University

Object detection has made remarkable progress in recent years. While in real-world scenarios, a model is expected to generalize to novel objects that it never explicitly trained on. Though pre-trained vision language model has shown powerful results in zero-shot classification task, adapting it to d...