微软发布全新目标检测预训练模型RegionCLIP ■ Paper :RegionCLIP: Region-based Language-Image Pretraining 论文地址:https://arxiv.org/abs/2112.09106 作者:Yiwu Zhong, Jianwei Yang, Pengchuan Zhang, Chunyuan Li 数据集地址: https://github.com/google-research-datasets/conceptual-captions(CC3M) https://...
5. Conclusion In this paper, we proposed RegionCLIP — a novel region-based vision-language pretraining method that learns to match image regions and their descriptions. Our key innovation is a scalable approach to associate region- text pairs without using human annotation. By learning f...
Contrastive language-image pretraining (CLIP) using image-text pairs has achieved impressive results on image classification in both zero-shot and transfer learning settings. However, we show that directly applying such models to recognize image regions for object detection leads to poor performance due...
learning, where the text modality serves as a supplement information for the image. Since textual modality has never been introduced into modality combinations in urban region profiling, we aim to answer two fundamental questions in this paper: i) Can textual modality enhance urban region profiling?
剪切域多窗口To improve the performance of embedded graphic midware, this paper analyzed the time and space complexity of clip region which is a key technique used in the multiwindow system, and proposed an optimal switching algorithm according to the characteristics of multiwindow operation and ...
中文翻译: CORA:将 CLIP 用于具有区域提示和锚点预匹配的开放词汇检测 开放式词汇检测 (OVD) 是一项对象检测任务,旨在检测来自新类别的对象,超出检测器训练的基本类别。最近的 OVD 方法依赖于大规模视觉语言预训练模型(例如 CLIP)来识别新物体。我们确定了将这些模型纳入检测器训练时需要解决的两个核心障碍:(1)将在...
Delivering wells capable of high rate and high ultimate recovery heavy oil is one of the key requirements for success of the Ultra-deepwater Parque das Conchas development in block BC-10, Campos Basin, Brazil.This paper presents the Parq... W Bode,RA Hartmann,AM Kenworthy - Offshore Technol...
The device has a retaining bolt connecting with a carrier part (2) i.e. body part, of a motor car. The bolt engages with a recess when a covering part is in a mounted state. A clip member is releasably attached at a holding member and connected with the covering part. The bolt com...
This paper presents DetCLIPv2, an efficient and scalable training framework that incorporates large-scale image-text pairs to achieve open-vocabulary object detection (OVD). Unlike previous OVD frameworks that typically rely on a pre-trained vision-language model (e.g., CLIP) or exploit image-tex...