Alibaba Cloud Big Data AI Platform

Jul 12, 2023 · Artificial Intelligence

How ConaCLIP Boosts Lightweight Text-Image Retrieval with Dual‑Encoder Distillation

ConaCLIP introduces a fully‑connected knowledge interaction graph to distill large dual‑encoder models into compact ones, enhancing text‑image retrieval accuracy and efficiency on edge devices, with extensive experiments and supervision strategies demonstrating significant gains over existing baselines.