[论文阅读] 开源的多模态文档数据集,OBELISC: An Open Web-Scale Filtered Dataset of Interleaved Image-Text Documents王junjie 早稻田大学 信息理工与信息通信博士8 人赞同了该文章 目录 收起 1 Idea 2 创建多模态网页文档数据集 2.1 收集HTML文件 2.2 对HTML文件化简 2.3 提取多模态网页文档 2.4 ...
Recently, vision model pre-training has evolved from relying on manually annotated datasets to leveraging large-scale, web-crawled image-text data. Despite these advances, there is no pre-training method that effectively exploits the interleaved image-text data, which is very prevalent on the Intern...
{ // list of input text sentences "sentences": [ "a kitchen is shown with a variety of items on the counters." ], // list of input image paths "images": [ "./assets/dataset/coco/val2014/COCO_val2014_000000384213.jpg" ], // list of corresponding sentence indexs for "images" "se...
Interleaved text/image deep mining on a large-scale radiology database for automated image interpretation. The Journal of Machine Learning Research, 17(1):3729-3759, 2016.H.-C. Shin, L. Lu, L. Kim, A. Seff, J. Yao, and R. M. Sum- mers. Interleaved text/image deep mining on a ...
In comparison, our work is on a large, unlabeled medical dataset of associated images and text, where the text-derived labels are computed and verified with human intervention. Image-to-language cor- respondence was learned from ImageNet dataset and rea- sonably high quality image description...
OBELICS is an open, massive and curated collection of interleaved image-text web documents, containing 141M documents, 115B text tokens and 353M images. Dataset page:https://huggingface.co/datasets/HuggingFaceM4/OBELICS Visualization of OBELICS web documents:https://huggingface.co/spaces/HuggingFace...
Interleaved text/image deep mining on a large-scale radiology database for automated image interpretation. The Journal of Machine Learning Research, 17(1):... Hoo-Chang Shin,L Lu,L Kim,... - Computer Vision & Pattern Recognition 被引量: 40发表: 2015年 Interleaved Text/Image Deep Mining on...
对图文交错(image-text interleaved)数据的处理能力是多模态大模型皇冠上一颗耀眼的宝石,囿于这一类型公开数据的稀缺,开源MLLM的图文交错性能大多不甚理想。 ❓缺乏文档型业务数据的条件下,怎样高效生产图文交错形式的预训练数据呢? ✅浙大和阿里达摩院的同行们把目光投向了各种教程类视频,打造一个【总时长两年半】...
To bolster model integrity, classifier-free guidance is incorporated, enhancing the effectiveness of vokens on image generation. Our model, MiniGPT-5, exhibits substantial improvement over the baseline Divter model on the MMDialog dataset and consistently delivers superior or comparable multimodal ...
Datasets Results from the Paper Edit Ranked #3 onZero-Shot Video Question Answer on TVQA Get a GitHub badge TaskDatasetModelMetric NameMetric ValueGlobal RankResultBenchmark Zero-Shot Video Question AnswerActivityNet-QAMiniGPT4-video-7BAccuracy46.3# 18 ...