Search Results for author: Peisong Niu

Found 4 papers, 2 papers with code

Attention as Robust Representation for Time Series Forecasting

no code implementations8 Feb 2024 Peisong Niu, Tian Zhou, Xue Wang, Liang Sun, Rong Jin

Time series forecasting is essential for many practical applications, with the adoption of transformer-based models on the rise due to their impressive performance in NLP and CV.

Multivariate Time Series Forecasting Time Series

One Fits All: Universal Time Series Analysis by Pretrained LM and Specially Designed Adaptors

1 code implementation24 Nov 2023 Tian Zhou, Peisong Niu, Xue Wang, Liang Sun, Rong Jin

Despite the impressive achievements of pre-trained models in the fields of natural language processing (NLP) and computer vision (CV), progress in the domain of time series analysis has been limited.

Anomaly Detection Few-Shot Learning +2

One Fits All:Power General Time Series Analysis by Pretrained LM

3 code implementations23 Feb 2023 Tian Zhou, Peisong Niu, Xue Wang, Liang Sun, Rong Jin

The main challenge that blocks the development of pre-trained model for time series analysis is the lack of a large amount of data for training.

Anomaly Detection Few-Shot Learning +2

Indoor Lighting Estimation Using an Event Camera

no code implementations CVPR 2021 Zehao Chen, Qian Zheng, Peisong Niu, Huajin Tang, Gang Pan

Image-based methods for indoor lighting estimation suffer from the problem of intensity-distance ambiguity.

Lighting Estimation

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