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Semi Supervised Learning for Image Captioning

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Papers

Text-Only Training for Image Captioning using Noise-Injected CLIP

2022-11-01 · David Nukrai, Ron Mokady, Amir Globerson

We consider the task of image-captioning using only the CLIP model and additional text data at training time, and no additional captioned images. Our approach relies on the fact that CLIP is trained to make visual and te…

DecoderImage CaptioningLanguage ModellingSemi Supervised Learning for Image Captioning

Perturb, Predict & Paraphrase: Semi-Supervised Learning using Noisy Student for Image Captioning

2021-08-19 · IJCAI 2021 8 · Arjit Jain, Pranay Reddy Samala, Preethi Jyothi, Deepak Mittal 외

Recent semi-supervised learning (SSL) methods are predominantly focused on multi-class classification tasks. Classification tasks allow for easy mixing of class labels during augmentation which does not trivially extend …

Data AugmentationImage AugmentationImage Captioningimage-classification+1