Search Results for author: Fan Jiang

Found 32 papers, 10 papers with code

Pre-training Cross-lingual Open Domain Question Answering with Large-scale Synthetic Supervision

1 code implementation26 Feb 2024 Fan Jiang, Tom Drummond, Trevor Cohn

Cross-lingual question answering (CLQA) is a complex problem, comprising cross-lingual retrieval from a multilingual knowledge base, followed by answer generation either in English or the query language.

Answer Generation Cross-Lingual Question Answering +4

Boot and Switch: Alternating Distillation for Zero-Shot Dense Retrieval

1 code implementation27 Nov 2023 Fan Jiang, Qiongkai Xu, Tom Drummond, Trevor Cohn

Experimental results demonstrate that our unsupervised $\texttt{ABEL}$ model outperforms both leading supervised and unsupervised retrievers on the BEIR benchmark.

Passage Retrieval Retrieval

Noisy Self-Training with Synthetic Queries for Dense Retrieval

1 code implementation27 Nov 2023 Fan Jiang, Tom Drummond, Trevor Cohn

Although existing neural retrieval models reveal promising results when training data is abundant and the performance keeps improving as training data increases, collecting high-quality annotated data is prohibitively costly.

Retrieval

A Novel Catastrophic Condition for Periodically Time-varying Convolutional Encoders Based on Time-varying Equivalent Convolutional Encoders

no code implementations11 Sep 2023 Fan Jiang

A convolutional encoder is said to be catastrophic if it maps an information sequence of infinite weight into a code sequence of finite weight.

Learned Focused Plenoptic Image Compression with Microimage Preprocessing and Global Attention

1 code implementation30 Apr 2023 Kedeng Tong, Xin Jin, Yuqing Yang, Chen Wang, Jinshi Kang, Fan Jiang

Also, it achieves 18. 73% bitrate saving and generates perceptually pleasant reconstructions compared to the state-of-the-art end-to-end image compression methods, which benefits the applications of focused plenoptic cameras greatly.

Image Compression

Experimental Validation of Single BS 5G mmWave Positioning and Mapping for Intelligent Transport

no code implementations21 Mar 2023 Yu Ge, Hedieh Khosravi, Fan Jiang, Hui Chen, Simon Lindberg, Peter Hammarberg, Hyowon Kim, Oliver Brunnegård, Olof Eriksson, Bengt-Erik Olsson, Fredrik Tufvesson, Lennart Svensson, Henk Wymeersch

Positioning with 5G signals generally requires connection to several base stations (BSs), which makes positioning more demanding in terms of infrastructure than communications.

Position

ESPRIT-Oriented Precoder Design for mmWave Channel Estimation

no code implementations4 Jan 2023 Musa Furkan Keskin, Alessio Fascista, Fan Jiang, Angelo Coluccia, Gonzalo Seco-Granados, Henk Wymeersch

We consider the problem of ESPRIT-oriented precoder design for beamspace angle-of-departure (AoD) estimation in downlink mmWave multiple-input single-output communications.

FDViT: Improve the Hierarchical Architecture of Vision Transformer

no code implementations ICCV 2023 Yixing Xu, Chao Li, Dong Li, Xiao Sheng, Fan Jiang, Lu Tian, Ashish Sirasao

In this paper, we propose FDViT to improve the hierarchical architecture of the vision transformer by using a flexible downsampling layer that is not limited to integer stride to smoothly reduce the sizes of the middle feature maps.

Wideband mmWave Massive MIMO Channel Estimation and Localization

no code implementations18 Sep 2022 Shudi Weng, Fan Jiang, Henk Wymeersch

Spatial wideband effects are known to affect channel estimation and localization performance in millimeter wave (mmWave) massive multiple-input multiple-output (MIMO) systems.

Two-Timescale Transmission Design and RIS Optimization for Integrated Localization and Communications

no code implementations6 Sep 2022 Fan Jiang, Andrea Abrardo, Kamran Keykhoshravi, Henk Wymeersch, Davide Dardari, Marco Di Renzo

Reconfigurable intelligent surfaces (RISs) have tremendous potential to boost communication performance, especially when the line-of-sight (LOS) path between the user equipment (UE) and base station (BS) is blocked.

Doppler Exploitation in Bistatic mmWave Radio SLAM

no code implementations22 Aug 2022 Yu Ge, Ossi Kaltiokallio, Hui Chen, Fan Jiang, Jukka Talvitie, Mikko Valkama, Lennart Svensson, Henk Wymeersch

Networks in 5G and beyond utilize millimeter wave (mmWave) radio signals, large bandwidths, and large antenna arrays, which bring opportunities in jointly localizing the user equipment and mapping the propagation environment, termed as simultaneous localization and mapping (SLAM).

Simultaneous Localization and Mapping

Doppler-Enabled Single-Antenna Localization and Mapping Without Synchronization

no code implementations30 May 2022 Hui Chen, Fan Jiang, Yu Ge, Hyowon Kim, Henk Wymeersch

With the help of multipath components (MPCs), localization and mapping tasks can be done with a single base station (BS) and single unsynchronized user equipment (UE) if both of them are equipped with an antenna array.

Incorporating Constituent Syntax for Coreference Resolution

1 code implementation22 Feb 2022 Fan Jiang, Trevor Cohn

Moreover, we also explore to utilise higher-order neighbourhood information to encode rich structures in constituent trees.

coreference-resolution

SADN: Learned Light Field Image Compression with Spatial-Angular Decorrelation

2 code implementations22 Feb 2022 Kedeng Tong, Xin Jin, Chen Wang, Fan Jiang

Light field image becomes one of the most promising media types for immersive video applications.

Image Compression

Iterated Posterior Linearization PMB Filter for 5G SLAM

no code implementations5 Dec 2021 Yu Ge, Yibo Wu, Fan Jiang, Ossi Kaltiokallio, Jukka Talvitie, Mikko Valkama, Lennart Svensson, Henk Wymeersch

In this paper, we study the linearization of the measurement function with respect to the posterior PDF, and implement the iterated posterior linearization filter into the Poisson multi-Bernoulli SLAM filter.

Simultaneous Localization and Mapping

Probabilistic Tracking with Deep Factors

no code implementations2 Dec 2021 Fan Jiang, Andrew Marmon, Ildebrando De Courten, Marc Rasi, Frank Dellaert

In this paper, we show how to use a deep feature encoding in conjunction with generative densities over the features in a factor-graph based, probabilistic tracking framework.

Image Classification

EndHiC: assemble large contigs into chromosomal-level scaffolds using the Hi-C links from contig ends

1 code implementation30 Nov 2021 Sen Wang, Hengchao Wang, Fan Jiang, Anqi Wang, Hangwei Liu, Hanbo Zhao, Boyuan Yang, Dong Xu, Yan Zhang, Wei Fan

As the Hi-C links of two adjacent contigs concentrate only at the neighbor ends of the contigs, larger contig size will reduce the power to differentiate adjacent (signal) and non-adjacent (noise) contig linkages, leading to a higher rate of mis-assembly.

Beamspace Multidimensional ESPRIT Approaches for Simultaneous Localization and Communications

no code implementations14 Nov 2021 Fan Jiang, Fuxi Wen, Yu Ge, Meifang Zhu, Henk Wymeersch, Fredrik Tufvesson

The proposed method is compared to the tensor ESPRIT method, in terms of channel estimation, communication, localization, and sensing performance, further validating the perturbation analysis.

Beyond 5G RIS mmWave Systems: Where Communication and Localization Meet

no code implementations16 Sep 2021 Jiguang He, Fan Jiang, Kamran Keykhosravi, Joonas Kokkoniemi, Henk Wymeersch, Markku Juntti

Upcoming beyond fifth generation (5G) communications systems aim at further enhancing key performance indicators and fully supporting brand new use cases by embracing emerging techniques, e. g., reconfigurable intelligent surface (RIS), integrated communication, localization, and sensing, and mmWave/THz communications.

A Computationally Efficient EK-PMBM Filter for Bistatic mmWave Radio SLAM

no code implementations8 Sep 2021 Yu Ge, Ossi Kaltiokallio, Hyowon Kim, Fan Jiang, Jukka Talvitie, Mikko Valkama, Lennart Svensson, Sunwoo Kim, Henk Wymeersch

Millimeter wave (mmWave) signals are useful for simultaneous localization and mapping (SLAM), due to their inherent geometric connection to the propagation environment and the propagation channel.

Simultaneous Localization and Mapping

Facial expression recognition with grid-wise attention and visual transformer

1 code implementation Information Sciences 2021 Qionghao Huang, Changqin Huang, Xizhe Wang, Fan Jiang

In particular, in the low-level feature learning, a grid-wise attention mechanism is proposed to capture the dependencies of different regions from a facial expression image such that the parameter update of convolutional filters in low-level feature learning is regularized.

Ranked #6 on Facial Expression Recognition (FER) on FER+ (using extra training data)

Facial Expression Recognition Facial Expression Recognition (FER)

Cooperative mmWave PHD-SLAM with Moving Scatterers

no code implementations22 Jun 2021 Hyowon Kim, Jaebok Lee, Yu Ge, Fan Jiang, Sunwoo Kim, Henk Wymeersch

Using the multiple-model (MM) probability hypothesis density (PHD) filter, millimeter wave (mmWave) radio simultaneous localization and mapping (SLAM) in vehicular scenarios is susceptible to movements of objects, in particular vehicles driving in parallel with the ego vehicle.

Simultaneous Localization and Mapping

Optimal Spatial Signal Design for mmWave Positioning under Imperfect Synchronization

no code implementations17 May 2021 Musa Furkan Keskin, Fan Jiang, Florent Munier, Gonzalo Seco-Granados, Henk Wymeersch

We consider the problem of spatial signal design for multipath-assisted mmWave positioning under limited prior knowledge on the user's location and clock bias.

Position Robust Design

Network Massive MIMO Transmission Over Millimeter-Wave and Terahertz Bands: Mobility Enhancement and Blockage Mitigation

no code implementations6 May 2020 Li You, Xu Chen, Xiaohang Song, Fan Jiang, Wenjin Wang, Xiqi Gao, Gerhard Fettweis

Based on these insights, the network massive MIMO precoding design is reduced to a network sum-rate maximization problem with respect to beam domain power allocation.

Estimation of genome size using k-mer frequencies from corrected long reads

1 code implementation26 Mar 2020 Hengchao Wang, Bo Liu, Yan Zhang, Fan Jiang, Yuwei Ren, Lijuan Yin, Hangwei Liu, Sen Wang, Wei Fan

We show that corrected third-generation data can be used to count k-mer frequencies and estimate genome size reliably, in replacement of using second-generation data.

Asymptotic expansion for the transition densities of stochastic differential equations driven by the gamma processes

no code implementations13 Mar 2020 Fan Jiang, Xin Zang, Jingping Yang

In this paper, enlightened by the asymptotic expansion methodology developed by Li(2013b) and Li and Chen (2016), we propose a Taylor-type approximation for the transition densities of the stochastic differential equations (SDEs) driven by the gamma processes, a special type of Levy processes.

Deep Scene Text Detection with Connected Component Proposals

no code implementations17 Aug 2017 Fan Jiang, Zhihui Hao, Xinran Liu

The second task aims to output a bundle of character candidates used later to verify the word proposals.

Scene Text Detection Scene Understanding +1

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