Publications
Here are some research papers published by our group in the past years. You can filter and search for the content through relevant tags.
2024
![Labeled-to-Unlabeled Distribution Alignment for Partially-Supervised Multi-Organ Medical Image Segmentation](/images/papers/2024/LTUDA.jpg)
Labeled-to-Unlabeled Distribution Alignment for Partially-Supervised Multi-Organ Medical Image Segmentation
Medical Image Analysis, 2024.
![Vessel-Promoted OCT to OCTA Image Translation by Heuristic Contextual Constraints](/images/papers/2024/TransPro.png)
Vessel-Promoted OCT to OCTA Image Translation by Heuristic Contextual Constraints
Medical Image Analysis, 2024.
![Iterative Online Image Synthesis via Diffusion Model for Imbalanced Classification](/images/papers/2024/2024_OIS.png)
Iterative Online Image Synthesis via Diffusion Model for Imbalanced Classification
Medical Image Computing and Computer Assisted Intervention (MICCAI), 2024
![Rethinking Autoencoders for Medical Anomaly Detection from A Theoretical Perspective](/images/papers/2024/2024_AEs.png)
Aligning Medical Images with General Knowledge from Large Language Models
Medical Image Computing and Computer Assisted Intervention (MICCAI), 2024
![Aligning Medical Images with General Knowledge from Large Language Models](/images/papers/2024/2024_ViP.png)
Aligning Medical Images with General Knowledge from Large Language Models
Medical Image Computing and Computer Assisted Intervention (MICCAI), 2024
![LE-NAS: Learning-based Ensemble with NAS for Dose Prediction](/images/papers/2024/2024_LENAS.png)
LE-NAS: Learning-based Ensemble with NAS for Dose Prediction
IEEE Transactions on Cybernetics
![BoNuS: Boundary Mining for Nuclei Segmentation with Partial Point Labels](/images/papers/2024/2024_BoNuS.png)
BoNuS: Boundary Mining for Nuclei Segmentation with Partial Point Labels
IEEE Transactions on Medical Imaging (TMI)
![DoRA: Weight-Decomposed Low-Rank Adaptation](/images/papers/2024/2024_DoRa.png)
DoRA: Weight-Decomposed Low-Rank Adaptation
Proceedings of the 41th International Conference on Machine Learning (ICML), 2024
![Genetic Quantization-Aware Approximation for Non-Linear Operations in Transformers](/images/papers/2024/2024_GQALUT.png)
Genetic Quantization-Aware Approximation for Non-Linear Operations in Transformers
2024 61st ACM/IEEE Design Automation Conference (DAC)
![AdaP-CIM: Compute-in-Memory Based Neural Network Accelerator using Adaptive Posit](/images/papers/2024/2024_AdaCIM.png)
AdaP-CIM: Compute-in-Memory Based Neural Network Accelerator using Adaptive Posit
2024 Design, Automation & Test in Europe Conference & Exhibition (DATE)
2023
![Nuclei segmentation with point annotations from pathology images via self-supervised learning and co-training](/images/papers/2023/2023_MIA.png)
Nuclei segmentation with point annotations from pathology images via self-supervised learning and co-training
Medical Image Analysis (MEDIA), 2023
![Dual-distribution discrepancy with self-supervised refinement for anomaly detection in medical images](/images/papers/2023/2023_Yu_MIA.png)
Dual-distribution discrepancy with self-supervised refinement for anomaly detection in medical images
Medical Image Analysis (MEDIA), 2023
![Compete to Win: Enhancing Pseudo Labels for Barely-supervised Medical Image Segmentation](/images/papers/2023/2023_competetowin.png)
Compete to Win: Enhancing Pseudo Labels for Barely-supervised Medical Image Segmentation
IEEE Transactions on Medical Imaging (TMI), 2023
![FedMix: Mixed Supervised Federated Learning for Medical Image Segmentation](/images/papers/2023/2023_FedMix.png)
FedMix: Mixed Supervised Federated Learning for Medical Image Segmentation
IEEE Transactions on Medical Imaging (TMI), 2023
![The Lighter The Better: Rethinking Transformers in Medical Image Segmentation Through Adaptive Pruning](/images/papers/2023/2023_APFormer.png)
The Lighter The Better: Rethinking Transformers in Medical Image Segmentation Through Adaptive Pruning
IEEE Transactions on Medical Imaging (TMI), 2023
![Few Shot Medical Image Segmentation with Cross Attention Transformer](/images/papers/2023/2023_Fewshot.png)
Few Shot Medical Image Segmentation with Cross Attention Transformer
Medical Image Computing and Computer Assisted Intervention (MICCAI), 2023
![Radiomics-Informed Deep Learning for Classification of Atrial Fibrillation Sub-Types from Left-Atrium CT Volumes](/images/papers/2023/2023_RIDL.png)
Radiomics-Informed Deep Learning for Classification of Atrial Fibrillation Sub-Types from Left-Atrium CT Volumes
Medical Image Computing and Computer Assisted Intervention (MICCAI), 2023
![Rethinking Boundary Detection in Deep Learning Models for Medical Image Segmentation](/images/papers/2023/2023_CTO.png)
Rethinking Boundary Detection in Deep Learning Models for Medical Image Segmentation
Information Processing in Medical Imaging (IPMI), 2023
![Dynamic Sub-Cluster-Aware Network for Few-Shot Skin Disease Classification](/images/papers/2023/2023_TNNLS.png)
Dynamic Sub-Cluster-Aware Network for Few-Shot Skin Disease Classification
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023
![Exploring feature representation learning for semi-supervised medical image segmentation](/images/papers/2023/2023_TNNLS_Wu.png)
Exploring feature representation learning for semi-supervised medical image segmentation
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023
![Semi-Supervised Contrastive Learning for Deep Regression with Ordinal Rankings from Spectral Seriation](/images/papers/2023/2023_NIPS.png)
Semi-Supervised Contrastive Learning for Deep Regression with Ordinal Rankings from Spectral Seriation
37th Conference on Neural Information Processing Systems (NeurIPS), 2023
![CAE-GReaT: Convolutional-Auxiliary Efficient Graph Reasoning Transformer for Dense Image Predictions](/images/papers/2023/2023_Great.png)
CAE-GReaT: Convolutional-Auxiliary Efficient Graph Reasoning Transformer for Dense Image Predictions
International Journal of Computer Vision (IJCV), 2023
![LLM-FP4: 4-Bit Floating-Point Quantized Transformers](/images/papers/2023/2023_llm4bit.png)
LLM-FP4: 4-Bit Floating-Point Quantized Transformers
The 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP)
![Oscillation-free quantization for low-bit vision transformers](/images/papers/2023/2023_OFQ.png)
Oscillation-free quantization for low-bit vision transformers
International Conference on Machine Learning (ICML), 2023
![Architecting Efficient Multi-modal AIoT Systems](/images/papers/2023/2023_AMG.png)
Architecting Efficient Multi-modal AIoT Systems
Proceedings of the 50th Annual International Symposium on Computer Architecture (ISCA), 2023
![MMExit: Enabling Fast and Efficient Multi-modal DNN Inference with Adaptive Network Exits](/images/papers/2023/2023_mmexit.png)
MMExit: Enabling Fast and Efficient Multi-modal DNN Inference with Adaptive Network Exits
The 29th International European Conference on Parallel and Distributed Computing, 2023
![AutoDCIM: An Automated Digital CIM Compiler](/images/papers/2023/2023_AutoDCIM.png)
AutoDCIM: An Automated Digital CIM Compiler
2023 60th ACM/IEEE Design Automation Conference (DAC)
![RVComp: Analog Variation Compensation for RRAM-based In-Memory Computing](/images/papers/2023/2023_RVComp.png)
RVComp: Analog Variation Compensation for RRAM-based In-Memory Computing
2023 28th Asia and South Pacific Design Automation Conference (ASP-DAC)
![A 1920×1080 129fps 4.3pJ/pixel Stereo-Matching Processor for Pico Aerial Vehicles](/images/papers/2023/2023_stereo.png)
A 1920×1080 129fps 4.3pJ/pixel Stereo-Matching Processor for Pico Aerial Vehicles
2023 IEEE European Solid-State Circuits Conference (ESSCIRC)
![BIOS: A 40nm Bionic Sensor-defined 0.47pJ/SOP, 268.7TSOPs/W Configurable Spiking Neuron-in-Memory Processor for Wearable Healthcare](/images/papers/2023/2023_bios.png)
BIOS: A 40nm Bionic Sensor-defined 0.47pJ/SOP, 268.7TSOPs/W Configurable Spiking Neuron-in-Memory Processor for Wearable Healthcare
2023 IEEE European Solid-State Circuits Conference (ESSCIRC)
![A 137.5 TOPS/W SRAM Compute-in-Memory Macro with 9-b Memory Cell-Embedded ADCs and Signal Margin Enhancement Techniques for AI Edge Applications](/images/papers/2023/2023_asscc.png)
A 137.5 TOPS/W SRAM Compute-in-Memory Macro with 9-b Memory Cell-Embedded ADCs and Signal Margin Enhancement Techniques for AI Edge Applications
2023 IEEE Asian Solid-State Circuits Conference (ASSCC)
![A Tiny Accelerator for Mixed-Bit Sparse CNN Based on Efficient Fetch Method of SIMO SPad](/images/papers/2023/2023_TCASII.png)
A Tiny Accelerator for Mixed-Bit Sparse CNN Based on Efficient Fetch Method of SIMO SPad
IEEE Transactions on Circuits and Systems II: Express Briefs
![SNNOpt: An Application-Specific Design Framework for Spiking Neural Networks](/images/papers/2023/2023_SNNOpt.png)
SNNOpt: An Application-Specific Design Framework for Spiking Neural Networks
2023 IEEE 5th International Conference on Artificial Intelligence Circuits and Systems (AICAS)
![Binary is All You Need: Ultra-Efficient Arrhythmia Detection with a Binary-Only Compressive System](/images/papers/2023/2023_binary.png)
Binary is All You Need: Ultra-Efficient Arrhythmia Detection with a Binary-Only Compressive System
2023 IEEE 5th International Conference on Artificial Intelligence Circuits and Systems (AICAS)
2022
![Cyclical Self-Supervision for Semi-Supervised Ejection Fraction Prediction From Echocardiogram Videos](/images/papers/2022/2022_LVEF.png)
Cyclical Self-Supervision for Semi-Supervised Ejection Fraction Prediction From Echocardiogram Videos
IEEE Transactions on Medical Imaging (TMI), 2022
![InsMix: Towards Realistic Generative Data Augmentation for Nuclei Instance Segmentation](/images/papers/2022/2022_InsMix.png)
InsMix: Towards Realistic Generative Data Augmentation for Nuclei Instance Segmentation
Medical Image Computing and Computer Assisted Intervention (MICCAI), 2022
![Dual-Distribution Discrepancy for Anomaly Detection in Chest X-Rays](/images/papers/2022/2022_DDAD.png)
Dual-Distribution Discrepancy for Anomaly Detection in Chest X-Rays
Medical Image Computing and Computer Assisted Intervention (MICCAI), 2022
![Graph Reasoning Transformer for Image Parsing](/images/papers/2022/2022_GReaT.png)
Graph Reasoning Transformer for Image Parsing
ACM Multimedia (ACM MM), 2022
![Nonuniform-to-Uniform Quantization: Towards Accurate Quantization via Generalized Straight-Through Estimation](/images/papers/2022/2022_N2UQ.png)
Nonuniform-to-Uniform Quantization: Towards Accurate Quantization via Generalized Straight-Through Estimation
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022
![Vision Transformer Slimming: Multi-Dimension Searching in Continuous Optimization Space](/images/papers/2022/2022_ViT_Slim.png)
Vision Transformer Slimming: Multi-Dimension Searching in Continuous Optimization Space
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022
![SDQ: Stochastic Differentiable Quantization with Mixed Precision](/images/papers/2022/2022_SDQ.png)
SDQ: Stochastic Differentiable Quantization with Mixed Precision
International Conference on Machine Learning (ICML), 2022
![Customized Federated Learning for Multi-Source Decentralized Medical Image Classification](/images/papers/2022/2022_JBHI.png)
Customized Federated Learning for Multi-Source Decentralized Medical Image Classification
IEEE Journal of Biomedical and Health Informatics (JBHI), 2022
![Imitation Learning-Based Algorithm for Drone Cinematography System](/images/papers/2022/2022_drone.png)
Imitation Learning-Based Algorithm for Drone Cinematography System
IEEE Transactions on Cognitive and Developmental Systems, 2022
![Adaptive Contrast for Image Regression in Computer-Aided Disease Assessment](/images/papers/2022/2022_AdaCon.png)
Adaptive Contrast for Image Regression in Computer-Aided Disease Assessment
IEEE Transactions on Medical Imaging (TMI), 2022
![Stereo Neural Vernier Caliper](/images/papers/2022/2022_SNVC.png)
Stereo Neural Vernier Caliper
AAAI Conference on Artificial Intelligence (AAAI), 2022
![Automated Vision-Based Wellness Analysis for Elderly Care Centers](/images/papers/2022/2022_elderly.png)
Automated Vision-Based Wellness Analysis for Elderly Care Centers
AAAI Conference on Artificial Intelligence (AAAI) Workshop on Health Intelligence, 2022