no code implementations • 1 Apr 2024 • Wenrui Li, Xiaopeng Hong, Xiaopeng Fan
To address these limitations, we introduce a novel SpikeMba: multi-modal spiking saliency mamba for temporal video grounding.
2 code implementations • 25 Mar 2024 • Chenlin Zhou, Han Zhang, Zhaokun Zhou, Liutao Yu, Liwei Huang, Xiaopeng Fan, Li Yuan, Zhengyu Ma, Huihui Zhou, Yonghong Tian
ii) We incorporate the hierarchical structure, which significantly benefits the performance of both the brain and artificial neural networks, into spiking transformers to obtain multi-scale spiking representation.
no code implementations • 29 Feb 2024 • Wenxue Cui, Xingtao Wang, Xiaopeng Fan, Shaohui Liu, Xinwei Gao, Debin Zhao
In this paper, we propose a new CNN based image CS coding framework using local structural sampling (dubbed CSCNet) that includes three functional modules: local structural sampling, measurement coding and Laplacian pyramid reconstruction.
no code implementations • 16 Oct 2023 • Wenxue Cui, Xiaopeng Fan, Jian Zhang, Debin Zhao
In this paper, inspired by the traditional Proximal Gradient Descent (PGD) algorithm, a novel DUN for image compressed sensing (dubbed DUN-CSNet) is proposed to solve the above two issues.
no code implementations • 13 Oct 2023 • Mengyang Wang, Jiahui Li, Mengyao Ma, Xiaopeng Fan
In Collaborative Intelligence (CI), the Artificial Intelligence (AI) model is divided between the edge and the cloud, with intermediate features being sent from the edge to the cloud for inference.
1 code implementation • 10 May 2023 • Chenlin Zhou, Han Zhang, Zhaokun Zhou, Liutao Yu, Zhengyu Ma, Huihui Zhou, Xiaopeng Fan, Yonghong Tian
In this paper, we propose ConvBN-MaxPooling-LIF (CML), an SNN-optimized downsampling with precise gradient backpropagation.
no code implementations • 1 Mar 2023 • Wenrui Li, Zhengyu Ma, Jinqiao Shi, Xiaopeng Fan
The main module is the common knowledge adaptor (CKA) with both the style embedding extractor (SEE) and the common knowledge optimization (CKO) modules.
no code implementations • 6 Dec 2022 • Xu Liu, Jianing Li, Xiaopeng Fan, Yonghong Tian
Event cameras, offering high temporal resolutions and high dynamic ranges, have brought a new perspective to address common challenges (e. g., motion blur and low light) in monocular depth estimation.
1 code implementation • 13 Oct 2022 • Mengyang Wang, Jiahui Li, Mengyao Ma, Xiaopeng Fan, Yonghong Tian
However, most of the existing SC works only transmit analog information on the AWGN channel and cannot be directly used for digital channels.
1 code implementation • 9 Sep 2022 • Xianqi Zhang, Xingtao Wang, Xu Liu, Wenrui Wang, Xiaopeng Fan, Debin Zhao
Inspired by this observation, this paper proposes a task-agnostic learning method (TAL for short) that can learn fragmented knowledge from task-agnostic data to accomplish new tasks.
no code implementations • 13 Sep 2021 • Mengyang Wang, Zhicong Zhang, Jiahui Li, Mengyao Ma, Xiaopeng Fan
The feature generated by the mobile device is transmitted through the wireless channel to the edge server.
2 code implementations • 10 Mar 2021 • Chong Mou, Jian Zhang, Xiaopeng Fan, Hangfan Liu, Ronggang Wang
Local and non-local attention-based methods have been well studied in various image restoration tasks while leading to promising performance.
no code implementations • 30 Jan 2021 • Mingze Ding, Jiahui Li, Mengyao Ma, Xiaopeng Fan
Considering the problem of joint source-channel coding (JSCC) for multi-user transmission of images over noisy channels, an autoencoder-based novel deep joint source-channel coding scheme is proposed in this paper.