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We present Xray-Visual, a unified vision model architecture for large-scale image and video understanding trained on industry-scale social media data. Our model leverages over 15 billion curated image-text pairs and 10 billion video-hashtag…

Identifying potential threats concealed within the baggage is of prime concern for the security staff. Many researchers have developed frameworks that can detect baggage threats from X-ray scans. However, to the best of our knowledge, all…

计算机视觉与模式识别 · 计算机科学 2021-07-20 Taimur Hassan , Samet Akcay , Mohammed Bennamoun , Salman Khan , Naoufel Werghi

In the last two decades, baggage scanning has globally become one of the prime aviation security concerns. Manual screening of the baggage items is tedious, error-prone, and compromise privacy. Hence, many researchers have developed X-ray…

计算机视觉与模式识别 · 计算机科学 2020-04-16 Taimur Hassan , Samet Akcay , Mohammed Bennamoun , Salman Khan , Naoufel Werghi

In the last two decades, luggage scanning has globally become one of the prime aviation security concerns. Manual screening of the baggage items is a cumbersome, subjective and inefficient process. Hence, many researchers have developed…

计算机视觉与模式识别 · 计算机科学 2020-01-22 Taimur Hassan , Salman H. Khan , Samet Akcay , Mohammed Bennamoun , Naoufel Werghi

Security inspection is X-ray scanning for personal belongings in suitcases, which is significantly important for the public security but highly time-consuming for human inspectors. Fortunately, deep learning has greatly promoted the…

计算机视觉与模式识别 · 计算机科学 2021-03-02 Renshuai Tao , Yanlu Wei , Hainan Li , Aishan Liu , Yifu Ding , Haotong Qin , Xianglong Liu

Automated systems designed for screening contraband items from the X-ray imagery are still facing difficulties with high clutter, concealment, and extreme occlusion. In this paper, we addressed this challenge using a novel multi-scale…

计算机视觉与模式识别 · 计算机科学 2021-09-22 Taimur Hassan , Samet Akcay , Mohammed Bennamoun , Salman Khan , Naoufel Werghi

We review the relatively immature field of automated image analysis for X-ray cargo imagery. There is increasing demand for automated analysis methods that can assist in the inspection and selection of containers, due to the ever-growing…

计算机视觉与模式识别 · 计算机科学 2016-08-04 Thomas W. Rogers , Nicolas Jaccard , Edward J. Morton , Lewis D. Griffin

Prohibited items detection in X-ray images often plays an important role in protecting public safety, which often deals with color-monotonous and luster-insufficient objects, resulting in unsatisfactory performance. Till now, there have…

计算机视觉与模式识别 · 计算机科学 2021-08-24 Renshuai Tao , Yanlu Wei , Xiangjian Jiang , Hainan Li , Haotong Qin , Jiakai Wang , Yuqing Ma , Libo Zhang , Xianglong Liu

Automatic X-ray prohibited items detection is vital for security inspection and has been widely studied. Traditional methods rely on visual modality, often struggling with complex threats. While recent studies incorporate language to guide…

计算机视觉与模式识别 · 计算机科学 2025-11-25 Chuang Peng , Renshuai Tao , Zhongwei Ren , Xianglong Liu , Yunchao Wei

Automatic security inspection relying on computer vision technology is a challenging task in real-world scenarios due to many factors, such as intra-class variance, class imbalance, and occlusion. Most previous methods rarely touch the…

计算机视觉与模式识别 · 计算机科学 2022-11-22 Libo Zhang , Lutao Jiang , Ruyi Ji , Heng Fan

Detecting baggage threats is one of the most difficult tasks, even for expert officers. Many researchers have developed computer-aided screening systems to recognize these threats from the baggage X-ray scans. However, all of these…

计算机视觉与模式识别 · 计算机科学 2020-10-06 Taimur Hassan , Samet Akcay , Mohammed Bennamoun , Salman Khan , Naoufel Werghi

Typographic attacks exploit the interplay between text and visual content in multimodal foundation models, causing misclassifications when misleading text is embedded within images. Existing datasets are limited in size and diversity,…

计算机视觉与模式识别 · 计算机科学 2026-03-19 Justus Westerhoff , Erblina Purelku , Jakob Hackstein , Jonas Loos , Leo Pinetzki , Erik Rodner , Lorenz Hufe

The availability of high-quality datasets play a crucial role in advancing research and development especially, for safety critical and autonomous systems. In this paper, we present AssistTaxi, a comprehensive novel dataset which is a…

计算机视觉与模式识别 · 计算机科学 2024-09-12 Parth Ganeriwala , Siddhartha Bhattacharyya , Sean Gunther , Brian Kish , Mohammed Abdul Hafeez Khan , Ankur Dhadoti , Natasha Neogi

Security inspection often deals with a piece of baggage or suitcase where objects are heavily overlapped with each other, resulting in an unsatisfactory performance for prohibited items detection in X-ray images. In the literature, there…

计算机视觉与模式识别 · 计算机科学 2020-08-14 Yanlu Wei , Renshuai Tao , Zhangjie Wu , Yuqing Ma , Libo Zhang , Xianglong Liu

Automated detection of contraband items in X-ray images can significantly increase public safety, by enhancing the productivity and alleviating the mental load of security officers in airports, subways, customs/post offices, etc. The large…

计算机视觉与模式识别 · 计算机科学 2023-05-04 Georgios Batsis , Ioannis Mademlis , Georgios Th. Papadopoulos

X-ray security screening is widely used to maintain aviation/transport security, and its significance poses a particular interest in automated screening systems. This paper aims to review computerised X-ray security imaging algorithms by…

计算机视觉与模式识别 · 计算机科学 2021-09-14 Samet Akcay , Toby Breckon

In this paper, we present a large-scale dataset and establish a baseline for prohibited item discovery in Security Inspection X-ray images. Our dataset, named SIXray, consists of 1,059,231 X-ray images, in which 6 classes of 8,929…

计算机视觉与模式识别 · 计算机科学 2019-01-03 Caijing Miao , Lingxi Xie , Fang Wan , Chi Su , Hongye Liu , Jianbin Jiao , Qixiang Ye

Computed Tomography (CT) is a technology that reconstructs cross-sectional images using X-ray images taken from multiple directions. In CT, hundreds of X-ray images acquired as the X-ray source and detector rotate around a central axis, are…

图像与视频处理 · 电气工程与系统科学 2024-12-05 Shin Kim

With the rapid development of modern transportation systems and the exponential growth of logistics volumes, intelligent X-ray-based security inspection systems play a crucial role in public safety. Although single-view X-ray baggage…

计算机视觉与模式识别 · 计算机科学 2025-05-06 Shilong Hong , Yanzhou Zhou , Weichao Xu

There has been a recent spike in interest in multi-modal Language and Vision problems. On the language side, most of these models primarily focus on English since most multi-modal datasets are monolingual. We try to bridge this gap with a…

机器学习 · 计算机科学 2021-09-17 Pranav Aggarwal , Ritiz Tambi , Ajinkya Kale
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