Search Results - "Wang, Jinzhuo"
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Recent advances of Transformers in medical image analysis: A comprehensive review
Published in MedComm - Future medicine (01-03-2023)“…Recent works have shown that Transformer's excellent performances on natural language processing tasks can be maintained on natural image analysis tasks…”
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CSPS: An Adaptive Pooling Method for Image Classification
Published in IEEE transactions on multimedia (01-06-2016)“…This paper proposes an adaptive approach to learn class-specific pooling shapes (CSPS) for image classification. Prevalent methods for spatial pooling are…”
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Beyond Knowledge Distillation: Collaborative Learning for Bidirectional Model Assistance
Published in IEEE access (01-01-2018)“…Knowledge distillation (KD) is a powerful technique that enables a well-trained large model to assist a small model. However, KD is constrained in a…”
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4
Tube ConvNets: Better exploiting motion for action recognition
Published in 2016 IEEE International Conference on Image Processing (ICIP) (01-09-2016)“…Motion information is a key factor for action recognition and has been eagerly pursued for decades. How to effectively learn motion features in Convolutional…”
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Conference Proceeding -
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Image classification using RBM to encode local descriptors with group sparse learning
Published in 2015 IEEE International Conference on Image Processing (ICIP) (01-09-2015)“…This paper proposes to employ deep learning model to encode local descriptors for image classification. Previous works using deep architectures to obtain…”
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Conference Proceeding -
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A compact shot representation for video semantic indexing
Published in 2015 IEEE International Conference on Image Processing (ICIP) (01-09-2015)“…This paper presents a compact shot representation for video semantic indexing (SIN). The proposed representation consists of visual cues from only two frames,…”
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Conference Proceeding -
7
Accurate and Transferable Drug-Target Interaction Prediction with DrugLAMP
Published in Bioinformatics (Oxford, England) (21-11-2024)“…Accurate prediction of drug-target interactions (DTIs), especially for novel targets or drugs, is crucial for accelerating drug discovery. Recent advances in…”
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Fast and Accurate Action Detection in Videos With Motion-Centric Attention Model
Published in IEEE transactions on circuits and systems for video technology (01-01-2020)“…A key factor that makes action detection in videos different from general video classification is human-guided clues, especially motion signals. Since not all…”
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Multiscale Deep Alternative Neural Network for Large-Scale Video Classification
Published in IEEE transactions on multimedia (01-10-2018)“…With the rapid increase in the amount of multimedia data, video classification has become a demanding and challenging research topic. Compared with image…”
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Predicting Diverse Future Frames With Local Transformation-Guided Masking
Published in IEEE transactions on circuits and systems for video technology (01-12-2019)“…Video prediction is the challenging task of generating the future frames of a video given a sequence of previously observed frames. This task involves the…”
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Multiscale Scoring Model for Enhanced Urban Perception Evaluation
Published in ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (14-04-2024)“…Effective urban management, renewal, and development rely on identifying low-quality areas within the city. However, previous studies have been limited by…”
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Conference Proceeding -
12
Collaborative Deep Networks for Pedestrian Detection
Published in 2017 IEEE Third International Conference on Multimedia Big Data (BigMM) (01-04-2017)“…Conventional pedestrian detection methods construct models based on hand-crafted features or deep learning. They are powerful but limited due to finite…”
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Conference Proceeding -
13
Multiomics dynamic learning enables personalized diagnosis and prognosis for pancancer and cancer subtypes
Published in Briefings in bioinformatics (22-09-2023)“…Abstract Artificial intelligence (AI) approaches in cancer analysis typically utilize a ‘one-size-fits-all’ methodology characterizing average patient…”
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Liver bioprinting within a novel support medium with functionalized spheroids, hepatic vein structures, and enhanced post-transplantation vascularization
Published in Biomaterials (01-12-2024)“…Cell-laden bioprinting is a promising biofabrication strategy for regenerating bioactive transplants to address organ donor shortages. However, there has been…”
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A joint model for action localization and classification in untrimmed video with visual attention
Published in 2017 IEEE International Conference on Multimedia and Expo (ICME) (01-07-2017)“…In this paper, we introduce a joint model that learns to directly localize the temporal bounds of actions in untrimmed videos as well as precisely classify…”
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Conference Proceeding -
16
Accurate estimation of biological age and its application in disease prediction using a multimodal image Transformer system
Published in Proceedings of the National Academy of Sciences - PNAS (16-01-2024)“…Aging in an individual refers to the temporal change, mostly decline, in the body's ability to meet physiological demands. Biological age (BA) is a biomarker…”
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Learning class-specific pooling shapes for image classification
Published in 2015 IEEE International Conference on Multimedia and Expo (ICME) (01-06-2015)“…Spatial pyramid (SP) representation is an extension of bag-of-feature model which embeds spatial layout information of local features by pooling feature codes…”
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Conference Proceeding -
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Millimeter-scale magnetic implants paired with a fully integrated wearable device for wireless biophysical and biochemical sensing
Published in Science advances (22-03-2024)“…Implantable sensors can directly interface with various organs for precise evaluation of health status. However, extracting signals from such sensors mainly…”
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FOCUS: Knowledge-enhanced Adaptive Visual Compression for Few-shot Whole Slide Image Classification
Published 22-11-2024“…Few-shot learning presents a critical solution for cancer diagnosis in computational pathology (CPath), addressing fundamental limitations in data…”
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BLEND: Behavior-guided Neural Population Dynamics Modeling via Privileged Knowledge Distillation
Published 02-10-2024“…Modeling the nonlinear dynamics of neuronal populations represents a key pursuit in computational neuroscience. Recent research has increasingly focused on…”
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