Compositional zero-shot learning (CZSL) task aims to recognize unseen compositional visual concepts, e.g ., sliced tomatoes , where the model is learned only from the seen compositions, e.g ., sliced potatoes and red tomatoes . Thanks to the prompt tuning on large pre-trained visual ...
Reference Paper:Learning to Compose Soft Prompts for Compositional Zero-Shot Learning Setup conda create --name clip python=3.7 conda activate clip pip3 install torch torchvision torchaudio --extra-index-url https://download.pytorch.org/whl/cu113 pip3 install ftfy regex tqdm scipy pandas pip3 in...
发表于CVPR'23, Arxiv链接.一、问题背景2021年 CLIP模型发表,推动了zero-shot图像分类、文本-图像跨模态检索和文生图等领域的蓬勃发展。尽管展示出了显著能力,CLIP在compositional understanding方面有明显…
Zero-Shot Learning—A Comprehensive Eval- uation of the Good, the Bad and the Ugly. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2019. [67] Yongqin Xian, Bernt Schiele, and Zeynep Akata. Zero-Shot Learning — The Good, the Bad and the Ugly...
1. Introduction Vision-language models (VLMs) have achieved high performance on various downstream tasks, including many zero-shot learning and text-guided vision tasks [2, 4, 19, *Work was done during the author's internship at Meituan. †Corresponding...
Extensive experimental results show that BlobGEN-Vid achieves superior zero-shot video generation ability and state-of-the-art layout controllability on multiple benchmarks. When combined with an LLM for layout planning, our framework even outperforms proprietary text-to-video generators in terms of ...
(including the action prompt,object prompt,and procedure prompt),which could compositionally distill knowledge from short-term video-language models to facilitate long-term procedure understanding.Besides,the task reformulation enables our CPL to perform well in all zero-shot,few-shot,and fully-...
These tasks are - (i) compositional visual question answering; (ii) zero-shot natural language visual reasoning (NLVR) on im- age pairs; (iii) factual knowledge object tagging from natu- ral language instructions; and (iv) language-guided image editing. We emphasize...