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Large-scale weakly supervised product retrieval is a practically useful yet computationally challenging problem. This paper introduces a novel solution for the eBay Visual Search Challenge (eProduct) held at the Ninth Workshop on…

计算机视觉与模式识别 · 计算机科学 2022-08-02 Xiao Han , Kam Woh Ng , Sauradip Nag , Zhiyu Qu

The text retrieval is the task of retrieving similar documents to a search query, and it is important to improve retrieval accuracy while maintaining a certain level of retrieval speed. Existing studies have reported accuracy improvements…

信息检索 · 计算机科学 2023-11-15 Yuichi Sasazawa , Kenichi Yokote , Osamu Imaichi , Yasuhiro Sogawa

This paper presents the Axon AI's solution to the 2nd YouTube-8M Video Understanding Challenge, achieving the final global average precision (GAP) of 88.733% on the private test set (ranked 3rd among 394 teams, not considering the model…

计算机视觉与模式识别 · 计算机科学 2018-09-24 Choongyeun Cho , Benjamin Antin , Sanchit Arora , Shwan Ashrafi , Peilin Duan , Dang The Huynh , Lee James , Hang Tuan Nguyen , Mojtaba Solgi , Cuong Van Than

In this paper, we present our champion solution to the Global Artificial Intelligence Technology Innovation Competition Track 1: Medical Imaging Diagnosis Report Generation. We select CPT-BASE as our base model for the text generation task.…

计算与语言 · 计算机科学 2024-07-08 Xiangyu Wu , Hailiang Zhang , Yang Yang , Jianfeng Lu

Typical person re-identification (re-ID) methods train a deep CNN to extract deep features and combine them with a distance metric for the final evaluation. In this work, we focus on exploiting the full information encoded in the deep…

计算机视觉与模式识别 · 计算机科学 2018-11-22 Yong Liu , Lin Shang , Andy Song

Researchers have successfully applied large language models (LLMs) such as ChatGPT to reranking in an information retrieval context, but to date, such work has mostly been built on proprietary models hidden behind opaque API endpoints. This…

信息检索 · 计算机科学 2023-09-27 Ronak Pradeep , Sahel Sharifymoghaddam , Jimmy Lin

The existing methods for image search reranking suffer from the unfaithfulness of the assumptions under which the text-based images search result. The resulting images contain more irrelevant images. Hence the re ranking concept arises to…

信息检索 · 计算机科学 2014-02-11 V Rajakumar , Vipeen V Bopche

Cross-view geolocalization (CVGL) systems, while effective at retrieving a list of relevant candidates (high Recall@k), often fail to identify the single best match (low Top-1 accuracy). This work investigates the use of zero-shot…

计算机视觉与模式识别 · 计算机科学 2026-03-31 Yunus Talha Erzurumlu , John E. Anderson , William J. Shuart , Charles Toth , Alper Yilmaz

Image retrieval based on deep convolutional features has demonstrated state-of-the-art performance in popular benchmarks. In this paper, we present a unified solution to address deep convolutional feature aggregation and image re-ranking by…

信息检索 · 计算机科学 2018-10-10 Shanmin Pang , Jin Ma , Jianru Xue , Jihua Zhu , Vicente Ordonez

With the arrival of convolutional neural networks, the complex problem of food recognition has experienced an important improvement in recent years. The best results have been obtained using methods based on very deep convolutional neural…

计算机视觉与模式识别 · 计算机科学 2018-01-23 Eduardo Aguilar , Marc Bolaños , Petia Radeva

Many deep learning based video compression artifact removal algorithms have been proposed to recover high-quality videos from low-quality compressed videos. Recently, methods were proposed to mine spatiotemporal information via utilizing…

图像与视频处理 · 电气工程与系统科学 2021-06-01 Yi Xu , Minyi Zhao , Jing Liu , Xinjian Zhang , Longwen Gao , Shuigeng Zhou , Huyang Sun

This paper presents the 2nd place solution to the Facebook AI Image Similarity Challenge : Matching Track on DrivenData. The solution is based on self-supervised learning, and Vision Transformer(ViT). The main breaktrough comes from…

计算机视觉与模式识别 · 计算机科学 2021-11-18 SeungKee Jeon

Automatic species classification in camera traps would greatly help the biodiversity monitoring and species analysis in the earth. In order to accelerate the development of automatic species classification task, "Microsoft AI for Earth"…

计算机视觉与模式识别 · 计算机科学 2019-07-31 Abulikemu Abuduweili , Xin Wu , Xingchen Tao

Relevance Feedback in Content-Based Image Retrieval is a method where the feedback of the performance is being used to improve itself. Prior works use feature re-weighting and classification techniques as the Relevance Feedback methods.…

信息检索 · 计算机科学 2020-09-01 Subhadip Maji , Smarajit Bose

We present an efficient end-to-end pipeline for largescale landmark recognition and retrieval. We show how to combine and enhance concepts from recent research in image retrieval and introduce two architectures especially suited for…

计算机视觉与模式识别 · 计算机科学 2021-10-28 Christof Henkel

In this article, we introduce the solution we used in the VSPW 2021 Challenge. Our experiments are based on two baseline models, Swin Transformer and MaskFormer. To further boost performance, we adopt stochastic weight averaging technique…

计算机视觉与模式识别 · 计算机科学 2021-12-14 Jiafan Zhuang , Yixin Zhang , Xinyu Hu , Junjie Li , Zilei Wang

Vehicle re-identification is one of the core technologies of intelligent transportation systems and smart cities, but large intra-class diversity and inter-class similarity poses great challenges for existing method. In this paper, we…

计算机视觉与模式识别 · 计算机科学 2020-05-14 Chaoran Zhuge , Yujie Peng , Yadong Li , Jiangbo Ai , Junru Chen

This technical report introduces our solutions of Team 'FineGrainedSeg' for Instance Segmentation track in 3D AI Challenge 2020. In order to handle extremely large objects in 3D-FUTURE, we adopt PointRend as our basic framework, which…

计算机视觉与模式识别 · 计算机科学 2024-04-05 Zehui Chen , Qiaofei Li , Feng Zhao

A novel solution for the content-based 3D shape retrieval problem using an unsupervised clustering approach, which does not need any label information of 3D shapes, is presented in this work. The proposed shape retrieval system consists of…

计算机视觉与模式识别 · 计算机科学 2017-02-01 Xiaqing Pan , Yueru Chen , C. -C. Jay Kuo

Measuring research impact and ranking academic achievement are important and challenging problems. Having an objective picture of research institution is particularly valuable for students, parents and funding agencies, and also attracts…

人工智能 · 计算机科学 2016-11-16 Yujie Qian , Yinpeng Dong , Ye Ma , Hailong Jin , Juanzi Li