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Yutian Luo

2 accepted papers

2024

FineCLIP: Self-distilled Region-based CLIP for Better Fine-grained Understanding

NeurIPS 2024poster

Contrastive Language-Image Pre-training (CLIP) achieves impressive performance on tasks like image classification and image-text retrieval by learning on large-scale image-text datasets. However, CLIP struggles with dense prediction tasks due to the poor grasp of the fine-grained details. Although e…

Cited by 3SourcePDFScholar
2022

Visual Prompt Tuning for Few-Shot Text Classification

COLING 2022main

Deploying large-scale pre-trained models in the prompt-tuning paradigm has demonstrated promising performance in few-shot learning. Particularly, vision-language pre-training models (VL-PTMs) have been intensively explored in various few-shot downstream tasks. However, most existing works only apply…