Publications

Google Scholar: 1974 citations, h-index 20, i10-index 33 (snapshot 2026-06-15). PI homepage at ZJUT · Google Scholar

Featured papers

Memory-augmented online test-time adaptation for EEG motor imagery via perturbation consistency and confidence calibration
IEEE Transactions on Instrumentation and Measurement · 2026 student first author
Memory-augmented online test-time adaptation for EEG motor imagery via perturbation consistency and confidence calibration
Cross-subject EEG decoding that keeps adapting during use: a memory bank and perturbation consistency update the model on each new EEG segment in 40–60 ms, without the source data; +2.22% and +3.67% accuracy on two public datasets.
K Zhang, K Wu, Z Chen, H Hu, Q Zhou
Development and validation of an MRI spatiotemporal interaction model for early noninvasive prediction of neoadjuvant chemotherapy response in breast cancer
EClinicalMedicine · 2025
Development and validation of an MRI spatiotemporal interaction model for early noninvasive prediction of neoadjuvant chemotherapy response in breast cancer
A Siamese network and a Transformer read MRI before and early in neoadjuvant chemotherapy to predict pathological complete response; 1,044 patients from 5 centres, external AUC 0.892–0.923.
W Tang, C Jin, Q Kong, C Liu, S Chen, S Ding, B Liu, Z Feng, Y Li, Y Dai, et al.
Adaptively customizing activation functions for various layers
IEEE Transactions on Neural Networks and Learning Systems · 2022
Each layer learns the shape of its own activation function from the network structure and the task, instead of one hand-picked function everywhere.
H Hu, A Liu, Q Guan, H Qian, X Li, S Chen, Q Zhou
Microphone-based vibration sensor for UGS applications
IEEE Transactions on Industrial Electronics · 2017
A seismic sensor that turns ground vibration into sound inside a sealed chamber, using the battery as proof mass: half the weight and 58 times the sensitivity at 70 Hz of a moving-coil geophone.
Q Zhou, B Li, H Liu, S Chen, J Huang

Publication list

# co-first author. Bold: Q Zhou.

Granted invention patents

First inventor: Qianwei Zhou. English titles are translations.

YearTitlePatent no.
2025Anatomical plausibility detection method and system based on self-clustering graph convolutionZL202211495980.8
2025Texture continuity detection method based on a self-optimizing deep image priorZL202210919570.5
2025Ambiguity elimination method for unsupervised semantic segmentation based on adaptive clustering of hard pointsZL202411794144.9
2025Causal plausibility detection method for medical images based on dual-channel conditional fusionZL202211175481.0
2025Method and device for building a game-theoretic decision model for forced merging at highway on-rampsZL202411218461.6
2025Vulnerability analysis method and device for anomalous load signals in electric vehicle powertrainsZL202410306885.1
2024Unsupervised multimodal image translation method based on generative adversarial networksZL202110333549.2
2024Unpaired image style transfer method based on generative adversarial networksZL202011391478.3
2024Clustering method based on three-dimensional vehicle contoursZL202010564925.4
2024Cross-dimensional method for transferring knowledge from high-dimensional to low-dimensional deep learning modelsZL202011487738.7
2024Differential feature fusion method for acoustic signals based on deep learning and random arraysZL202011483184.3
2023Spatial filtering method and system for acoustic arrays based on virtual subarray interleavingZL202011430717.1
2022Automatic fine segmentation method for imagesZL201910950415.8
2022Similarity enhancement method for small neighborhoods on a manifoldZL201810446278.X
2022Sparse grayscale image encoding and decoding method and system based on reconstruction residualsZL202010041098.0
2021Automatic image dataset construction method based on deep neural networksZL201910655806.7
2021Training method for image codecs based on deep neural networksZL201810446279.4
2020Multiscale adaptive near-lossless encoding and decoding method and systemZL201810293916.9
2020Method for extracting binary shape contours in the clockwise directionZL201711120452.3
2018Automatic floating debris cleaning deviceZL201610241403.4