通过矩阵相乘将文本和图像结合起来了。训练时可以学到language aware(语言文本意识)的视觉特征。从而在最后推理的时候能使用文本的prompt任意的得到分割的效果。 本文中文本编码器的参数完全使用的CLIP的文本编码器的参数,因为分割任务的数据集都比较小(10-20万),为保证文本编码器的泛化性,就直接使用并锁住CLIP中文本编...
Language-driven Semantic Segmentation (LSeg) The repo contains official PyTorch Implementation of paper Language-driven Semantic Segmentation. ICLR 2022 Authors: Boyi Li Kilian Q. Weinberger Serge Belongie Vladlen Koltun Rene Ranftl Overview We present LSeg, a novel model for language-driven semantic im...
LSeg: Language-driven Semantic Segmentation ICLR 2022 Code ZSSeg: A Simple Baseline for Open-Vocabulary Semantic Segmentation with Pre-trained Vision-language Model ECCV 2022 Code OpenSeg: Scaling Open-Vocabulary Image Segmentation with Image-Level Labels ECCV 2022 Code Fusioner: Open-vocabulary Semantic...
Cris: Clip-driven referring image segmentation. In CVPR, pages 11686–11695, 2022. 2, 6, 7 [50] Thomas Wolf, Lysandre Debut, Victor Sanh, Julien Chau- mond, Clement Delangue, Anthony Moi, Pierric Cistac, Tim Rault, Re´mi Louf, Morgan Funtowicz,...
GPT在这个任务上使用了三个数据集 - Microsoft Paraphrase语料库(MRPC)(Dolan 和 Brockett,2005)(从新闻来源收集)、Quora Question Pairs(QQP)(Chen等,2018)数据集以及Semantic Textual Similarity基准(STS-B)(Cer等,2017)。GPT在三个语义相似性任务中的两个上取得了最先进的结果(见表4),在STS-B上获得了1个...
Automated, data-driven construction and evaluation of scientific models and theories is a long-standing challenge in artificial intelligence. We present a framework for algorithmically synthesizing models of a basic part of human language: morpho-phonolo
Traditional biomedical artificial intelligence (AI) models, designed for specific tasks or modalities, often exhibit limited flexibility in real-world deployment and struggle to utilize holistic information. Generalist AI holds the potential to address t
GSVA: Generalized Segmentation via Multimodal Large Language Models Zhuofan Xia* Dongchen Han* Yizeng Han Xuran Pan Shiji Song Gao Huang† Department of Automation, BNRist, Tsinghua University Abstract Generalized Referring Expression Segmentation (GRES) extends the scope o...
《Referring Image Segmentation Using Text Supervision》(ICCV 2023) GitHub: github.com/fawnliu/TRIS [fig2]《TeleViT: Teleconnection-Driven Transformers Improve Subseasonal to Seasonal Wildfire Forecasting》(ICCV 2023) GitHub: github.com/Orion-AI-Lab/televit [fig3] ...
LanguageBind: Extending Video-Language Pretraining to N-modality by Language-based Semantic Alignment ICLR 2023-10-03 Github Demo Pink: Unveiling the Power of Referential Comprehension for Multi-modal LLMs arXiv 2023-10-01 Github - Reformulating Vision-Language Foundation Models and Datasets Towards...