Methods > General > Normalization

Batch Normalization aims to reduce internal covariate shift, and in doing so aims to accelerate the training of deep neural nets. It accomplishes this via a normalization step that fixes the means and variances of layer inputs. Batch Normalization also has a beneficial effect on the gradient flow through the network, by reducing the dependence of gradients on the scale of the parameters or of their initial values. This allows for use of much higher learning rates without the risk of divergence. Furthermore, batch normalization regularizes the model and reduces the need for Dropout.

We apply a batch normalization layer as follows for a minibatch $\mathcal{B}$:

$$ \mu_{\mathcal{B}} = \frac{1}{m}\sum^{m}_{i=1}x_{i} $$

$$ \sigma^{2}_{\mathcal{B}} = \frac{1}{m}\sum^{m}_{i=1}\left(x_{i}-\mu_{\mathcal{B}}\right)^{2} $$

$$ \hat{x}_{i} = \frac{x_{i} - \mu_{\mathcal{B}}}{\sqrt{\sigma^{2}_{\mathcal{B}}+\epsilon}} $$

$$ y_{i} = \gamma\hat{x}_{i} + \beta = \text{BN}_{\gamma, \beta}\left(x_{i}\right) $$

Where $\gamma$ and $\beta$ are learnable parameters.

Source: Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift

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2021-02-22
Lightweight Combinational Machine Learning Algorithm for Sorting Canine Torso Radiographs
Masuda Akter TonimaFatemeh EsfahaniAustin DehartYoumin Zhang
2021-02-22
Sandwich Batch Normalization
| Xinyu GongWuyang ChenTianlong ChenZhangyang Wang
2021-02-22
Accelerated Sim-to-Real Deep Reinforcement Learning: Learning Collision Avoidance from Human Player
| Hanlin NiuZe JiFarshad ArvinBarry LennoxHujun YinJoaquin Carrasco
2021-02-21
Neural Sampling Machine with Stochastic Synapse allows Brain-like Learning and Inference
Sourav DuttaGeorgios DetorakisAbhishek KhannaBenjamin GrisafeEmre NeftciSuman Datta
2021-02-20
One Shot Model For COVID-19 Classification and Lesions Segmentation In Chest CT Scans Using LSTM With Attention Mechanism
| Aram Ter-Sarkisov`
2021-02-19
Convolutional Normalization
Massimiliano EspositoNader Ganaba
2021-02-19
Training cascaded networks for speeded decisions using a temporal-difference loss
Michael L. IuzzolinoMichael C. MozerSamy Bengio
2021-02-19
Lottery Ticket Implies Accuracy Degradation, Is It a Desirable Phenomenon?
Ning LiuGeng YuanZhengping CheXuan ShenXiaolong MaQing JinJian RenJian TangSijia LiuYanzhi Wang
2021-02-19
A Mathematical Principle of Deep Learning: Learn the Geodesic Curve in the Wasserstein Space
Kuo GaiShihua Zhang
2021-02-18
Densely Nested Top-Down Flows for Salient Object Detection
| Chaowei FangHaiBin TianDingwen ZhangQiang ZhangJungong HanJunwei Han
2021-02-18
Recurrent Rational Networks
| Quentin DelfossePatrick SchramowskiAlejandro MolinaKristian Kersting
2021-02-18
A Dataset and Benchmark for Malaria Life-Cycle Classification in Thin Blood Smear Images
Qazi Ammar ArshadMohsen AliSaeed-Ul HassanChen ChenAyisha ImranGhulam RasulWaqas Sultani
2021-02-17
Ensemble Transfer Learning of Elastography and B-mode Breast Ultrasound Images
Sampa MisraSeungwan JeonRavi ManaguliSeiyon LeeGyuwon KimSeungchul LeeRichard G BarrChulhong Kim
2021-02-17
LambdaNetworks: Modeling Long-Range Interactions Without Attention
| Irwan Bello
2021-02-17
Rethinking Co-design of Neural Architectures and Hardware Accelerators
Yanqi ZhouXuanyi DongBerkin AkinMingxing TanDaiyi PengTianjian MengAmir YazdanbakhshDa HuangRavi NarayanaswamiJames Laudon
2021-02-17
Improving Deep-learning-based Semi-supervised Audio Tagging with Mixup
Léo CancesEtienne LabbéThomas Pellegrini
2021-02-16
Axial Residual Networks for CycleGAN-based Voice Conversion
Jaeseong YouGyuhyeon NamDalhyun KimGyeongsu Chae
2021-02-16
Training Larger Networks for Deep Reinforcement Learning
Kei OtaDevesh K. JhaAsako Kanezaki
2021-02-16
Complex Momentum for Learning in Games
Jonathan LorraineDavid AcunaPaul VicolDavid Duvenaud
2021-02-16
An AutoML-based Approach to Multimodal Image Sentiment Analysis
Vasco LopesAntónio GasparLuís A. AlexandreJoão Cordeiro
2021-02-16
FedBN: Federated Learning on Non-IID Features via Local Batch Normalization
| Xiaoxiao LiMeirui JiangXiaofei ZhangMichael KampQi Dou
2021-02-15
Detection and severity classification of COVID-19 in CT images using deep learning
Yazan QiblaweyAnas TahirMuhammad E. H. ChowdhuryAmith KhandakarSerkan KiranyazTawsifur RahmanNabil IbtehazSakib MahmudSomaya Al-MadeedFarayi Musharavati
2021-02-15
Colored Kimia Path24 Dataset: Configurations and Benchmarks with Deep Embeddings
Sobhan ShafieiMorteza BabaieShivam KalraH. R. Tizhoosh
2021-02-15
Momentum Residual Neural Networks
| Michael E. SanderPierre AblinMathieu BlondelGabriel Peyré
2021-02-15
Naturalizing Neuromorphic Vision Event Streams Using GANs
Dennis RobeyWesley ThioHerbert IuJason Eshraghian
2021-02-14
Fast, Accurate Barcode Detection in Ultra High-Resolution Images
Jerome QuenumKehan WangAvideh Zakhor
2021-02-13
Efficient Conditional GAN Transfer with Knowledge Propagation across Classes
| Mohamad ShahbaziZhiwu HuangDanda Pani PaudelAjad ChhatkuliLuc van Gool
2021-02-12
VARA-TTS: Non-Autoregressive Text-to-Speech Synthesis based on Very Deep VAE with Residual Attention
Peng LiuYuewen CaoSongxiang LiuNa HuGuangzhi LiChao WengDan Su
2021-02-12
Depthwise Separable Convolutions Allow for Fast and Memory-Efficient Spectral Normalization
Christina RunkelChristian EtmannMichael MöllerCarola-Bibiane Schönlieb
2021-02-12
Towards DeepSentinel: An extensible corpus of labelled Sentinel-1 and -2 imagery and a general-purpose sensor-fusion semantic embedding model
Lucas Kruitwagen
2021-02-11
ABOShips -- An Inshore and Offshore Maritime Vessel Detection Dataset with Precise Annotations
Bogdan IancuValentin SolovievLuca ZelioliJohan Lilius
2021-02-11
Unsupervised Semantic Segmentation by Contrasting Object Mask Proposals
| Wouter Van GansbekeSimon VandenhendeStamatios GeorgoulisLuc van Gool
2021-02-11
Searching for Fast Model Families on Datacenter Accelerators
Sheng LiMingxing TanRuoming PangAndrew LiLiqun ChengQuoc LeNorman P. Jouppi
2021-02-10
Improving Model-Based Reinforcement Learning with Internal State Representations through Self-Supervision
| Julien ScholzCornelius WeberMuhammad Burhan HafezStefan Wermter
2021-02-10
BRECQ: Pushing the Limit of Post-Training Quantization by Block Reconstruction
| Yuhang LiRuihao GongXu TanYang YangPeng HuQi ZhangFengwei YuWei WangShi Gu
2021-02-10
Application of Yolo on Mask Detection Task
Ren LiuZiang Ren
2021-02-10
Regional Attention with Architecture-Rebuilt 3D Network for RGB-D Gesture Recognition
| Benjia ZhouYunan LiJun Wan
2021-02-10
AdaFuse: Adaptive Temporal Fusion Network for Efficient Action Recognition
Yue MengRameswar PandaChung-Ching LinPrasanna SattigeriLeonid KarlinskyKate SaenkoAude OlivaRogerio Feris
2021-02-10
Deep Reinforcement Learning with Symmetric Prior for Predictive Power Allocation to Mobile Users
Jianyu ZhaoChenyang Yang
2021-02-10
Distribution Adaptive INT8 Quantization for Training CNNs
Kang ZhaoSida HuangPan PanYinghan LiYingya ZhangZhenyu GuYinghui Xu
2021-02-09
Train a One-Million-Way Instance Classifier for Unsupervised Visual Representation Learning
Yu LiuLianghua HuangPan PanBin WangYinghui XuRong Jin
2021-02-09
RMOPP: Robust Multi-Objective Post-Processing for Effective Object Detection
Mayuresh SavargaonkarAbdallah ChehadeSamir Rawashdeh
2021-02-09
MALI: A memory efficient and reverse accurate integrator for Neural ODEs
| Juntang ZhuangNicha C. DvornekSekhar TatikondaJames S. Duncan
2021-02-09
Adversarially Robust Classifier with Covariate Shift Adaptation
Jay NandySudipan SahaWynne HsuMong Li LeeXiao Xiang Zhu
2021-02-09
RANP: Resource Aware Neuron Pruning at Initialization for 3D CNNs
| Zhiwei XuThalaiyasingam AjanthanVibhav VineetRichard Hartley
2021-02-09
APS: A Large-Scale Multi-Modal Indoor Camera Positioning System
Ali GhofraniRahil Mahdian ToroghiSeyed Mojtaba Tabatabaie
2021-02-08
Spike-based Residual Blocks
Wei FangZhaofei YuTimothée MasquelierYanqi ChenTiejun HuangYonghong Tian
2021-02-08
The Implicit Biases of Stochastic Gradient Descent on Deep Neural Networks with Batch Normalization
Ziquan LiuYufei CuiJia WanYu MaoAntoni B. Chan
2021-02-06
On The Connection of Benford's Law and Neural Networks
Surya Kant SahuAbhinav JavaArshad Shaikh
2021-02-05
GNN-RL Compression: Topology-Aware Network Pruning using Multi-stage Graph Embedding and Reinforcement Learning
Sixing YuArya MazaheriAli Jannesari
2021-02-05
Convolutional Neural Network Interpretability with General Pattern Theory
| Erico TjoaGuan Cuntai
2021-02-05
A review of motion planning algorithms for intelligent robotics
Chengmin ZhouBingding HuangPasi Fränti
2021-02-04
Deep CNNs for large scale species classification
Raj Prateek Kosaraju
2021-02-03
Robust pedestrian detection in thermal imagery using synthesized images
My KieuLorenzo BerlincioniLeonardo GalteriMarco BertiniAndrew D. BagdanovAlberto del Bimbo
2021-02-03
Bit Error Tolerance Metrics for Binarized Neural Networks
Sebastian BuschjägerJian-Jia ChenKuan-Hsun ChenMario GünzelKatharina MorikRodion NovkinLukas PfahlerMikail Yayla
2021-02-02
Generating images from caption and vice versa via CLIP-Guided Generative Latent Space Search
| Federico A. GalatoloMario G. C. A. CiminoGigliola Vaglini
2021-02-02
Face Recognition Using $Sf_{3}CNN$ With Higher Feature Discrimination
Nayaneesh Kumar MishraSatish Kumar Singh
2021-02-02
PSLA: Improving Audio Event Classification with Pretraining, Sampling, Labeling, and Aggregation
Yuan GongYu-An ChungJames Glass
2021-02-02
ConvNets for Counting: Object Detection of Transient Phenomena in Steelpan Drums
| Scott H. HawleyAndrew C. Morrison
2021-02-01
Deep High-Resolution Network for Low Dose X-ray CT Denoising
Ti BaiDan NguyenBiling WangSteve Jiang
2021-02-01
toon2real: Translating Cartoon Images to Realistic Images
K. M. Arefeen SultanMohammad Imrul JubairMd. Nahidul IslamSayed Hossain Khan
2021-02-01
Classification of Shoulder X-Ray Images with Deep Learning Ensemble Models
| Fatih UysalFırat HardalaçOzan PekerTolga TolunayNil Tokgöz
2021-01-31
Computational Performance Predictions for Deep Neural Network Training: A Runtime-Based Approach
Geoffrey X. YuYubo GaoPavel GolikovGennady Pekhimenko
2021-01-31
AACP: Model Compression by Accurate and Automatic Channel Pruning
Lanbo LinYujiu YangZhenhua Guo
2021-01-31
Segmentation of skin lesions and their attributes using Generative Adversarial Networks
| Cristian Lazo
2021-01-30
Deep Model Compression based on the Training History
S. H. Shabbeer BashaMohammad FarazuddinViswanath PulabaigariShiv Ram DubeySnehasis Mukherjee
2021-01-30
NL-CNN: A Resources-Constrained Deep Learning Model based on Nonlinear Convolution
| Radu DogaruIoana Dogaru
2021-01-30
Automated Deep Learning Analysis of Angiography Video Sequences for Coronary Artery Disease
Chengyang ZhouThao Vy DinhHeyi KongJonathan YapKhung Keong YeoHwee Kuan LeeKaicheng Liang
2021-01-29
CapsNet Regularization and its Conjugation with ResNet for Signature Identification
| Mahdi JampourSaeid AbbaasiMalihe Javidi
2021-01-29
Wavelet Denoised-ResNet CNN and LightGBM Method to Predict Forex Rate of Change
Yiqi ZhaoMatloob Khushi
2021-01-29
Exploring Cross-Image Pixel Contrast for Semantic Segmentation
| Wenguan WangTianfei ZhouFisher YuJifeng DaiEnder KonukogluLuc van Gool
2021-01-28
Tokens-to-Token ViT: Training Vision Transformers from Scratch on ImageNet
| Li YuanYunpeng ChenTao WangWeihao YuYujun ShiZihang JiangFrancis EH TayJiashi FengShuicheng Yan
2021-01-28
Multi-Hypothesis Pose Networks: Rethinking Top-Down Pose Estimation
Rawal KhirodkarVisesh ChariAmit AgrawalAmbrish Tyagi
2021-01-27
Bottleneck Transformers for Visual Recognition
| Aravind SrinivasTsung-Yi LinNiki ParmarJonathon ShlensPieter AbbeelAshish Vaswani
2021-01-27
Self Sparse Generative Adversarial Networks
Wenliang QianYang XuWangMeng ZuoHui Li
2021-01-26
Malware Detection Using Frequency Domain-Based Image Visualization and Deep Learning
| Tajuddin Manhar MohammedLakshmanan NatarajSatish ChikkagoudarShivkumar ChandrasekaranB. S. Manjunath
2021-01-26
3D U-Net for segmentation of COVID-19 associated pulmonary infiltrates using transfer learning: State-of-the-art results on affordable hardware
Keno K. BressemStefan M. NiehuesBernd HammMarcus R. MakowskiJanis L. VahldiekLisa C. Adams
2021-01-25
cGANs for Cartoon to Real-life Images
Pranjal Singh RajputKanya SatisSonnya DellarosaWenxuan HuangObinna Agba
2021-01-24
DenseNet for Breast Tumor Classification in Mammographic Images
Yuliana Jiménez GaonaMaría José Rodriguez-AlvarezHector Espinó MoratóDarwin Castillo MallaVasudevan Lakshminarayanan
2021-01-24
Arabic aspect based sentiment analysis using bidirectional GRU based models
Mohammed M. AbdelgwadTaysir Hassan A SolimanAhmed I. TalobaMohamed Fawzy Farghaly
2021-01-23
DAF:re: A Challenging, Crowd-Sourced, Large-Scale, Long-Tailed Dataset For Anime Character Recognition
| Edwin Arkel RiosWen-Huang ChengBo-Cheng Lai
2021-01-21
Exponential Moving Average Normalization for Self-supervised and Semi-supervised Learning
Zhaowei CaiAvinash RavichandranSubhransu MajiCharless FowlkesZhuowen TuStefano Soatto
2021-01-21
Motif Identification using CNN-based Pairwise Subsequence Alignment Score Prediction
Ethan Jacob MoyerAnup Das
2021-01-21
Generative Zero-shot Network Quantization
Xiangyu HeQinghao HuPeisong WangJian Cheng
2021-01-21
CM-NAS: Cross-Modality Neural Architecture Search for Visible-Infrared Person Re-Identification
Chaoyou FuYibo HuXiang WuHailin ShiTao MeiRan He
2021-01-21
Ikshana: A Theory of Human Scene Understanding Mechanism
| Venkata Satya Sai Ajay Daliparthi
2021-01-21
GhostSR: Learning Ghost Features for Efficient Image Super-Resolution
Ying NieKai HanZhenhua LiuAn XiaoYiping DengChunjing XuYunhe Wang
2021-01-21
SplitSR: An End-to-End Approach to Super-Resolution on Mobile Devices
Xin LiuYuang LiJosh FrommYuntao WangZiheng JiangAlex MariakakisShwetak Patel
2021-01-20
Fooling thermal infrared pedestrian detectors in real world using small bulbs
Xiaopei ZhuXiao LiJianmin LiZheyao WangXiaolin Hu
2021-01-20
Momentum^2 Teacher: Momentum Teacher with Momentum Statistics for Self-Supervised Learning
| Zeming LiSongtao LiuJian Sun
2021-01-19
Variance Based Samples Weighting for Supervised Deep Learning
Paul NovelloGaël PoëtteDavid LugatoPietro Congedo
2021-01-19
Deep Learning Models for Calculation of Cardiothoracic Ratio from Chest Radiographs for Assisted Diagnosis of Cardiomegaly
Tanveer GupteMrunmai NiljikarManish GawaliViraj KulkarniAmit KharatAniruddha Pant
2021-01-19
Source-free Domain Adaptation via Distributional Alignment by Matching Batch Normalization Statistics
Masato IshiiMasashi Sugiyama
2021-01-19
Deep Convolutional Autoencoders for reconstructing magnetic resonance images of the healthy brain
| Adrián Arnaiz-RodríguezBaris Kanber
2021-01-19
TLU-Net: A Deep Learning Approach for Automatic Steel Surface Defect Detection
Praveen DamacharlaAchuth Rao M. V.Jordan RingenbergAhmad Y Javaid
2021-01-18
Separable Batch Normalization for Robust Facial Landmark Localization with Cross-protocol Network Training
Shuangping JinZhenHua FengWankou YangJosef Kittler
2021-01-17
Cost-Efficient Online Hyperparameter Optimization
Jingkang WangMengye RenIlija BogunovicYuwen XiongRaquel Urtasun
2021-01-17
Adversarial cycle-consistent synthesis of cerebral microbleeds for data augmentation
Khrystyna FarynaKevin KoschmiederMarcella M. PaulThomas van den HeuvelAnke van der EerdenRashindra ManniesingBram van Ginneken
2021-01-16
Self-Supervised Representation Learning from Flow Equivariance
Yuwen XiongMengye RenWenyuan ZengRaquel Urtasun
2021-01-16
Deep Dual-resolution Networks for Real-time and Accurate Semantic Segmentation of Road Scenes
| Yuanduo HongHuihui PanWeichao SunSenior MemberIEEEYisong Jia
2021-01-15
Dynamic Normalization
Chuan LiuYi GaoJiancheng Lv
2021-01-15
A Multiple Classifier Approach for Concatenate-Designed Neural Networks
Ka-Hou ChanSio-Kei ImWei Ke
2021-01-14
GAN Inversion: A Survey
| Weihao XiaYulun ZhangYujiu YangJing-Hao XueBolei ZhouMing-Hsuan Yang
2021-01-14
FabricNet: A Fiber Recognition Architecture Using Ensemble ConvNets
| Abu Quwsar OhiM. F. MridhaMd. Abdul HamidMuhammad Mostafa MonowarFaris A Kateb
2021-01-14
Neural Sequence-to-grid Module for Learning Symbolic Rules
| Segwang KimHyoungwook NamJoonyoung KimKyomin Jung
2021-01-13
Whispered and Lombard Neural Speech Synthesis
Qiong HuTobias BleischPetko PetkovTuomo RaitioErik MarchiVarun Lakshminarasimhan
2021-01-13
Towards Creating a Deployable Grasp Type Probability Estimator for a Prosthetic Hand
Mehrshad ZandigoharMo HanDeniz ErdogmusGunar Schirner
2021-01-13
RepVGG: Making VGG-style ConvNets Great Again
| Xiaohan DingXiangyu ZhangNingning MaJungong HanGuiguang DingJian Sun
2021-01-11
Accuracy and Architecture Studies of Residual Neural Network solving Ordinary Differential Equations
Changxin QiuAaron BendicksonJoshua KalyanapuJue Yan
2021-01-10
Exploring Adversarial Fake Images on Face Manifold
Dongze LiWei WangHongxing FanJing Dong
2021-01-09
Synthetic Glacier SAR Image Generation from Arbitrary Masks Using Pix2Pix Algorithm
Rosanna Dietrich-SussnerAmirabbas DavariThorsten SeehausMatthias BraunVincent ChristleinAndreas MaierChristian Riess
2021-01-08
Residual networks classify inputs based on their neural transient dynamics
Fereshteh Lagzi
2021-01-08
BN-invariant sharpness regularizes the training model to better generalization
Mingyang YiHuishuai ZhangWei ChenZhi-Ming MaTie-Yan Liu
2021-01-08
NVAE-GAN Based Approach for Unsupervised Time Series Anomaly Detection
Liang XuLiying ZhengWeijun LiZhenbo ChenWeishun SongYue DengYongzhe ChangJing XiaoBo Yuan
2021-01-08
More Reliable AI Solution: Breast Ultrasound Diagnosis Using Multi-AI Combination
Jian DaiShuge LeiLicong DongXiaona LinHuabin ZhangDesheng SunKehong Yuan
2021-01-07
VHS to HDTV Video Translation using Multi-task Adversarial Learning
Hongming LuoGuangsen LiaoXianxu HouBozhi LiuFei ZhouGuoping Qiu
2021-01-07
Facial Expression Recognition in the Wild via Deep Attentive Center Loss
| Amir Hossein FarzanehXiaojun Qi
2021-01-07
End-2-End COVID-19 Detection from Breath & Cough Audio
| Harry CoppockAlexander GaskellPanagiotis TzirakisAlice BairdLyn JonesBjörn W. Schuller
2021-01-07
ISETAuto: Detecting vehicles with depth and radiance information
Zhenyi LiuJoyce FarrellBrian Wandell
2021-01-06
CAP-Context-Aware-Pruning-for-Semantic-Segmentation
| wei heMeiqing WuMingfu LiangSiew-Kei Lam
2021-01-06
CAP: Context-Aware Pruning for Semantic-Segmentation
| wei heMeiqing WuMingfu LiangSiew-Kei Lam
2021-01-06
An Automatic System to Monitor the Physical Distance and Face Mask Wearing of Construction Workers in COVID-19 Pandemic
Moein RazaviHamed AlikhaniVahid JanfazaBenyamin SadeghiEhsan Alikhani
2021-01-05
Local Memory Attention for Fast Video Semantic Segmentation
Matthieu PaulMartin DanelljanLuc van GoolRadu Timofte
2021-01-05
Contextual colorization and denoising for low-light ultra high resolution sequences
N. AnantrasirichaiDavid Bull
2021-01-05
Cy: Chaotic yolo for user intended image encryption and sharing in social media
Meysam Asgari-ChenaghluMohammad-Reza Feizi-DerakhshiNarjes Nikzad-KhasmakhiAli-Reza Feizi-DerakhshiMajid RamezaniZoleikha Jahanbakhsh-NagadehTaymaz Rahkar-FarshiElnaz Zafarani-MoattarMehrdad Ranjbar-KhadiviMohammad-Ali Balafar
2021-01-04
One Shot Model For The Prediction of COVID-19 and Lesions Segmentation In Chest CT Scans Through The Affinity Among Lesion Mask Features
| Aram Ter-Sarkisov
2021-01-04
Low Light Image Enhancement via Global and Local Context Modeling
Aditya AroraMuhammad HarisSyed Waqas ZamirMunawar HayatFahad Shahbaz KhanLing ShaoMing-Hsuan Yang
2021-01-04
Few-shot Image Classification: Just Use a Library of Pre-trained Feature Extractors and a Simple Classifier
| Arkabandhu ChowdhuryMingchao JiangChris Jermaine
2021-01-03
RegNet: Self-Regulated Network for Image Classification
Jing XuYu PanXinglin PanSteven HoiZhang YiZenglin Xu
2021-01-03
Bidirectional Variational Inference for Non-Autoregressive Text-to-Speech
Anonymous
2021-01-01
SAD: Saliency Adversarial Defense without Adversarial Training
Anonymous
2021-01-01
Weights Having Stable Signs Are Important: Finding Primary Subnetworks and Kernels to Compress Binary Weight Networks
Anonymous
2021-01-01
A Half-Space Stochastic Projected Gradient Method for Group Sparsity Regularization
Anonymous
2021-01-01
Consistent Instance Classification for Unsupervised Representation Learning
Anonymous
2021-01-01
Adversarial Masking: Towards Understanding Robustness Trade-off for Generalization
Anonymous
2021-01-01
MoCo-Pretraining Improves Representations and Transferability of Chest X-ray Models
Anonymous
2021-01-01
ALFA: Adversarial Feature Augmentation for Enhanced Image Recognition
Anonymous
2021-01-01
MetaNorm: Learning to Normalize Few-Shot Batches Across Domains
Anonymous
2021-01-01
Learning Visual Representation from Human Interactions
Anonymous
2021-01-01
Redefining Self-Normalization Property
Anonymous
2021-01-01
Invariant Batch Normalization for Multi-source Domain Generalization
Anonymous
2021-01-01
A Block Minifloat Representation for Training Deep Neural Networks
Anonymous
2021-01-01
Evidence against implicitly recurrent computations in residual neural networks
Anonymous
2021-01-01
Automatic Music Production Using Generative Adversarial Networks
Anonymous
2021-01-01
Truly Deterministic Policy Optimization
Anonymous
2021-01-01
Recycling sub-optimial Hyperparameter Optimization models to generate efficient Ensemble Deep Learning
Anonymous
2021-01-01
Beyond COVID-19 Diagnosis: Prognosis with Hierarchical Graph Representation Learning
Anonymous
2021-01-01
not-so-big-GAN: Generating High-Fidelity Images on Small Compute with Wavelet-based Super-Resolution
Anonymous
2021-01-01
PolarNet: Learning to Optimize Polar Keypoints for Keypoint Based Object Detection
Anonymous
2021-01-01
DIET-SNN: A Low-Latency Spiking Neural Network with Direct Input Encoding & Leakage and Threshold Optimization
Anonymous
2021-01-01
Multi-Representation Ensemble in Few-Shot Learning
Anonymous
2021-01-01
Constructing Multiple High-Quality Deep Neural Networks: A TRUST-TECH Based Approach
Anonymous
2021-01-01
Playing Nondeterministic Games through Planning with a Learned Model
Anonymous
2021-01-01
PHEW: Paths with Higher Edge-Weights give ''winning tickets'' without training data
Anonymous
2021-01-01
Generative Time-series Modeling with Fourier Flows
Anonymous
2021-01-01
Practical Locally Private Federated Learning with Communication Efficiency
Anonymous
2021-01-01
CT-Net: Channel Tensorization Network for Video Classification
Anonymous
2021-01-01
Neural Networks Preserve Invertibility Across Iterations: A Possible Source of Implicit Data Augmentation
Anonymous
2021-01-01
SEDONA: Search for Decoupled Neural Networks toward Greedy Block-wise Learning
Anonymous
2021-01-01
Making Coherence Out of Nothing At All: Measuring Evolution of Gradient Alignment
Anonymous
2021-01-01
Variance Based Sample Weighting for Supervised Learning
Anonymous
2021-01-01
Boosting Certified Robustness of Deep Networks via a Compositional Architecture
Anonymous
2021-01-01
Inhibition-augmented ConvNets
Anonymous
2021-01-01
Model-Free Energy Distance for Pruning DNNs
| Anonymous
2021-01-01
BasisNet: Two-stage Model Synthesis for Efficient Inference
Anonymous
2021-01-01
Fast Training of Contrastive Learning with Intermediate Contrastive Loss
Anonymous
2021-01-01
Generative Adversarial Neural Architecture Search with Importance Sampling
Anonymous
2021-01-01
Differentiable Dynamic Quantization with Mixed Precision and Adaptive Resolution
Anonymous
2021-01-01
NAHAS: Neural Architecture and Hardware Accelerator Search
Anonymous
2021-01-01
An Artificial Intelligence System for Combined Fruit Detection and Georeferencing, Using RTK-Based Perspective Projection in Drone Imagery
Angus BairdStefano Giani
2021-01-01
Multi-Grid Back-Projection Networks
Pablo Navarrete MicheliniWenbin ChenHanwen LiuDan ZhuXingqun Jiang
2021-01-01
The 3TConv: An Intrinsic Approach to Explainable 3D CNNs
Anonymous
2021-01-01
Accelerating ODE-Based Neural Networks on Low-Cost FPGAs
Hirohisa WatanabeHiroki Matsutani
2020-12-31
EfficientNet-Absolute Zero for Continuous Speech Keyword Spotting
| Amir Mohammad RostamiAli KarimiMohammad Ali Akhaee
2020-12-31
Explicit regularization and implicit bias in deep network classifiers trained with the square loss
Tomaso PoggioQianli Liao
2020-12-31
Kaleidoscope: An Efficient, Learnable Representation For All Structured Linear Maps
| Tri DaoNimit S. SohoniAlbert GuMatthew EichhornAmit BlonderMegan LeszczynskiAtri RudraChristopher Ré
2020-12-29
Ensembled ResUnet for Anatomical Brain Barriers Segmentation
Munan NingCheng BianChenglang YuanKai MaYefeng Zheng
2020-12-29
Reinforcement Learning for Control of Valves
| Rajesh Siraskar
2020-12-29
Direct Quantization for Training Highly Accurate Low Bit-width Deep Neural Networks
Tuan HoangThanh-Toan DoTam V. NguyenNgai-Man Cheung
2020-12-26
Sparse Adversarial Attack to Object Detection
| Jiayu Bao
2020-12-26
Revisiting Edge Detection in Convolutional Neural Networks
Minh LeSubhradeep Kayal
2020-12-25
Union-net: A deep neural network model adapted to small data sets
| Qingfang HeGuang ChengZhiying Lin
2020-12-24
Appearance-Invariant 6-DoF Visual Localization using Generative Adversarial Networks
Yimin LinJianfeng HuangShiguo Lian
2020-12-24
ICMSC: Intra- and Cross-modality Semantic Consistency for Unsupervised Domain Adaptation on Hip Joint Bone Segmentation
Guodong ZengTill D. LerchFlorian SchmaranzerGuoyan ZhengJuergen BurgerKate GerberMoritz TannastKlaus SiebenrockNicolas Gerber
2020-12-23
Diabetic Retinopathy Grading System Based on Transfer Learning
Eman AbdelMaksoudSherif BarakatMohammed Elmogy
2020-12-23
SyNet: An Ensemble Network for Object Detection in UAV Images
| Berat Mert AlbabaSedat Ozer
2020-12-23
SWA Object Detection
| Haoyang ZhangYing WangFeras DayoubNiko Sünderhauf
2020-12-23
Efficient and Visualizable Convolutional Neural Networks for COVID-19 Classification Using Chest CT
Aksh GargSana SalehiMarianna La RoccaRachael GarnerDominique Duncan
2020-12-22
FracBNN: Accurate and FPGA-Efficient Binary Neural Networks with Fractional Activations
| Yichi ZhangJunhao PanXinheng LiuHongzheng ChenDeming ChenZhiru Zhang
2020-12-22
Applying Wav2vec2.0 to Speech Recognition in Various Low-resource Languages
Cheng YiJianzhong WangNing ChengShiyu ZhouBo Xu
2020-12-22
Universal Approximation Properties for ODENet and ResNet
Yuto AizawaMasato Kimura
2020-12-22
Online Bag-of-Visual-Words Generation for Unsupervised Representation Learning
| Spyros GidarisAndrei BursucGilles PuyNikos KomodakisMatthieu CordPatrick Pérez
2020-12-21
Infrared image pedestrian target detection based on Yolov3 and migration learning
Shengqi Geng
2020-12-21
AdnFM: An Attentive DenseNet based Factorization Machine for CTR Prediction
Kai WangChunxu ShenWenye Ma
2020-12-20
Color Channel Perturbation Attacks for Fooling Convolutional Neural Networks and A Defense Against Such Attacks
| Jayendra KantipudiShiv Ram DubeySoumendu Chakraborty
2020-12-20
Transfer Learning Based Automatic Model Creation Tool For Resource Constraint Devices
Karthik BhatManan BhandariChangSeok OhSujin KimJeeho Yoo
2020-12-18
Object Detection based on OcSaFPN in Aerial Images with Noise
Chengyuan LiJun LiuHailong HongWenju MaoChenjie WangChudi HuXin SuBin Luo
2020-12-18
Enabling Retrain-free Deep Neural Network Pruning using Surrogate Lagrangian Relaxation
Deniz GurevinShanglin ZhouLynn PepinBingbing LiMikhail BraginCaiwen DingFei Miao
2020-12-18
Objectron: A Large Scale Dataset of Object-Centric Videos in the Wild with Pose Annotations
| Adel AhmadyanLiangkai ZhangJianing WeiArtsiom AblavatskiMatthias Grundmann
2020-12-18
A Generalization of Transformer Networks to Graphs
| Vijay Prakash DwivediXavier Bresson
2020-12-17
Parallel WaveNet conditioned on VAE latent vectors
Jonas RohnkeTom MerrittJaime Lorenzo-TruebaAdam GabrysVatsal AggarwalAlexis MoinetRoberto Barra-Chicote
2020-12-17
StrokeGAN: Reducing Mode Collapse in Chinese Font Generation via Stroke Encoding
| Jinshan ZengQi ChenYunxin LiuMingwen WangYuan YAO
2020-12-16
Visually Grounding Instruction for History-Dependent Manipulation
Hyemin AhnObin KwonKyoungdo KimDongheui LeeSonghwai Oh
2020-12-16
Distilling Optimal Neural Networks: Rapid Search in Diverse Spaces
Bert MoonsParham NoorzadAndrii SkliarGiovanni MarianiDushyant MehtaChris LottTijmen Blankevoort
2020-12-16
ISD: Self-Supervised Learning by Iterative Similarity Distillation
| Ajinkya TejankarSoroush Abbasi KoohpayeganiVipin PillaiPaolo FavaroHamed Pirsiavash
2020-12-16
SPOC learner's final grade prediction based on a novel sampling batch normalization embedded neural network method
Zhuonan LiangZiheng LiuHuaze ShiYunlong ChenYanbin CaiYating LiangYafan FengYuqing YangJing ZhangPeng Fu
2020-12-15
Cluster, Split, Fuse, and Update: Meta-Learning for Open Compound Domain Adaptive Semantic Segmentation
Rui GongYuhua ChenDanda Pani PaudelYawei LiAjad ChhatkuliWen LiDengxin DaiLuc van Gool
2020-12-15
Unsupervised Domain Adaptation from Synthetic to Real Images for Anchorless Object Detection
| Tobias ScheckAna Perez GrassiGangolf Hirtz
2020-12-15
Objective-Based Hierarchical Clustering of Deep Embedding Vectors
Stanislav NaumovGrigory YaroslavtsevDmitrii Avdiukhin
2020-12-15
HR-Depth: High Resolution Self-Supervised Monocular Depth Estimation
| Xiaoyang LyuLiang LiuMengmeng WangXin KongLina LiuYong liuXinxin ChenYi Yuan
2020-12-14
TDAF: Top-Down Attention Framework for Vision Tasks
Bo PangYizhuo LiJiefeng LiMuchen LiHanwen CaoCewu Lu
2020-12-14
One-Shot Learning with Triplet Loss for Vegetation Classification Tasks
Alexander UzhinskiyGennady OsoskovPavel GoncharovAndrey NechaevskiyArtem Smetanin
2020-12-14
Policy Gradient RL Algorithms as Directed Acyclic Graphs
| Juan Jose Garau Luis
2020-12-14
Quantizing data for distributed learning
Osama A. HannaYahya H. EzzeldinChristina FragouliSuhas Diggavi
2020-12-14
MSAF: Multimodal Split Attention Fusion
| Lang SuChuqing HuGuofa LiDongpu Cao
2020-12-13
MiniVLM: A Smaller and Faster Vision-Language Model
JianFeng WangXiaowei HuPengchuan ZhangXiujun LiLijuan WangLei ZhangJianfeng GaoZicheng Liu
2020-12-13
EfficientPose: Efficient Human Pose Estimation with Neural Architecture Search
| Wenqiang ZhangJiemin FangXinggang WangWenyu Liu
2020-12-13
Learning Heatmap-Style Jigsaw Puzzles Provides Good Pretraining for 2D Human Pose Estimation
Kun ZhangRui WuPing YaoKai DengDing LiRenbiao LiuChuanguang YangGe ChenMin DuTianyao Zheng
2020-12-13
Simple Copy-Paste is a Strong Data Augmentation Method for Instance Segmentation
| Golnaz GhiasiYin CuiAravind SrinivasRui QianTsung-Yi LinEkin D. CubukQuoc V. LeBarret Zoph
2020-12-13
Self-supervised Text-independent Speaker Verification using Prototypical Momentum Contrastive Learning
Wei XiaChunlei ZhangChao WengMeng YuDong Yu
2020-12-13
PAIRS AutoGeo: an Automated Machine Learning Framework for Massive Geospatial Data
Wang ZhouLevente J. KleinSiyuan Lu
2020-12-12
Computer Vision and Normalizing Flow Based Defect Detection
| Zijian KuangXinran Tie
2020-12-12
Delay Differential Neural Networks
Srinivas AnumasaP. K. Srijith
2020-12-12
The Lottery Tickets Hypothesis for Supervised and Self-supervised Pre-training in Computer Vision Models
| Tianlong ChenJonathan FrankleShiyu ChangSijia LiuYang ZhangMichael CarbinZhangyang Wang
2020-12-12
CEM500K – A large-scale heterogeneous unlabeled cellular electron microscopy image dataset for deep learning
| Ryan W ConradKedar Narayan
2020-12-11
A Multi-task Joint Framework for Real-time Person Search
Ye LiKangning YinJie LiangChunyu WangGuangqiang Yin
2020-12-11
Slimmable Generative Adversarial Networks
| Liang HouZehuan YuanLei HuangHuaWei ShenXueqi ChengChanghu Wang
2020-12-10
Full-Glow: Fully conditional Glow for more realistic image generation
| Moein SorkheiGustav Eje HenterHedvig Kjellström
2020-12-10
SE-ECGNet: A Multi-scale Deep Residual Network with Squeeze-and-Excitation Module for ECG Signal Classification
Haozhen ZhangWei ZhaoShuang Liu
2020-12-10
Super-resolution Guided Pore Detection for Fingerprint Recognition
Syeda Nyma FerdousAli DaboueiJeremy DawsonNasser M Nasrabadi
2020-12-10
Ensemble-CVDNet: A Deep Learning based End-to-End Classification Framework for COVID-19 Detection using Ensembles of Networks
Coşku ÖksüzOğuzhan UrhanMehmet Kemal Güllü
2020-12-09
Positional Encoding as Spatial Inductive Bias in GANs
Rui XuXintao WangKai ChenBolei ZhouChen Change Loy
2020-12-09
Lipschitz Regularized CycleGAN for Improving Semantic Robustness in Unpaired Image-to-image Translation
Zhiwei JiaBodi YuanKangkang WangHong WuDavid CliffordZhiqiang YuanHao Su
2020-12-09
Deep Neural Network Training without Multiplications
Tsuguo Mogami
2020-12-07
Self-Supervision Closes the Gap Between Weak and Strong Supervision in Histology
Olivier DehaeneAxel CamaraOlivier MoindrotAxel de LavergnePierre Courtiol
2020-12-07
Efficient Reservoir Management through Deep Reinforcement Learning
Xinrun WangTarun NairHaoyang LiYuh Sheng Reuben WongNachiket KelkarSrinivas VaidyanathanRajat NayakBo AnJagdish KrishnaswamyMilind Tambe
2020-12-07
Using previous acoustic context to improve Text-to-Speech synthesis
Pilar Oplustil-GallegosSimon King
2020-12-07
CycleQSM: Unsupervised QSM Deep Learning using Physics-Informed CycleGAN
Gyutaek OhHyokyoung BaeHyun-Seo AhnSung-Hong ParkJong Chul Ye
2020-12-07
EXTENDING CONDITIONAL CONVOLUTION STRUCTURES FOR ENHANCING MULTITASKING CONTINUAL LEARNING
| Cheng-Hao TuCheng-En WuChu-Song Chen
2020-12-07
DiffPrune: Neural Network Pruning with Deterministic Approximate Binary Gates and $L_0$ Regularization
| Yaniv Shulman
2020-12-07
Food Classification with Convolutional Neural Networks and Multi-Class Linear Discernment Analysis
| Joshua Ball
2020-12-06
Esophageal Tumor Segmentation in CT Images using Dilated Dense Attention Unet (DDAUnet)
| Sahar YousefiHessam SokootiMohamed S. ElmahdyIrene M. LipsMohammad T. Manzuri ShalmaniRoel T. ZinkstokFrank J. W. M. DankersMarius Staring
2020-12-06
Parallel Blockwise Knowledge Distillation for Deep Neural Network Compression
| Cody BlakeneyXiaomin LiYan YanZiliang Zong
2020-12-05
MyFood: A Food Segmentation and Classification System to Aid Nutritional Monitoring
Charles N. C. FreitasFilipe R. CordeiroValmir Macario
2020-12-05
Batch Group Normalization
Xiao-Yun ZhouJiacheng SunNanyang YeXu LanQijun LuoBo-Lin LaiPedro EsperancaGuang-Zhong YangZhenguo Li
2020-12-04
Towards Natural Robustness Against Adversarial Examples
Haoyu ChuShikui WeiYao Zhao
2020-12-04
Seed the Views: Hierarchical Semantic Alignment for Contrastive Representation Learning
Haohang XuXiaopeng ZhangHao LiLingxi XieHongkai XiongQi Tian
2020-12-04
AugSplicing: Synchronized Behavior Detection in Streaming Tensors
| Jiabao ZhangShenghua LiuWenting HouSiddharth BhatiaHuaWei ShenWenjian YuXueqi Cheng
2020-12-03
Towards Defending Multiple Adversarial Perturbations via Gated Batch Normalization
Aishan LiuShiyu TangXianglong LiuXinyun ChenLei HuangZhuozhuo TuDawn SongDaCheng Tao
2020-12-03
Aerial Imagery Pixel-level Segmentation
| Michael R. HeffelsJoaquin Vanschoren
2020-12-03
Evolving Character-Level DenseNet Architectures using Genetic Programming
Trevor LondtXiaoying GaoPeter Andreae
2020-12-03
Traffic Surveillance using Vehicle License Plate Detection and Recognition in Bangladesh
Md. Saif Hassan OnimMuhaiminul Islam AkashMahmudul HaqueRaiyan Ibne Hafiz
2020-12-03
Triplet Entropy Loss: Improving The Generalisation of Short Speech Language Identification Systems
| Ruan van der Merwe
2020-12-03
On the Surprising Efficiency of Committee-based Models
Xiaofang WangDan KondratyukEric ChristiansenKris M. KitaniYair Movshovitz-AttiasElad Eban
2020-12-03
Single-Shot Lightweight Model For The Detection of Lesions And The Prediction of COVID-19 From Chest CT Scans
| Aram Ter-Sarkisov
2020-12-02
Learning Universal Shape Dictionary for Realtime Instance Segmentation
| Tutian TangWenqiang XuRuolin YeLixin YangCewu Lu
2020-12-02
An Once-for-All Budgeted Pruning Framework for ConvNets Considering Input Resolution
Wenyu SunJian CaoPengtao XuXiangcheng LiuPu Li
2020-12-02
SMYRF - Efficient Attention using Asymmetric Clustering
| Giannis DarasNikita KitaevAugustus OdenaAlexandros G. Dimakis
2020-12-01
Stochastic Normalization
| Zhi KouKaichao YouMingsheng LongJianmin Wang
2020-12-01
Batch normalization provably avoids ranks collapse for randomly initialised deep networks
Hadi DaneshmandJonas KohlerFrancis BachThomas HofmannAurelien Lucchi
2020-12-01
Residual Distillation: Towards Portable Deep Neural Networks without Shortcuts
Guilin LiJunlei ZhangYunhe WangChuanjian LiuMatthias TanYunfeng LinWei zhangJiashi FengTong Zhang
2020-12-01
Model Rubik’s Cube: Twisting Resolution, Depth and Width for TinyNets
| Kai HanYunhe WangQiulin ZhangWei zhangChunjing XuTong Zhang
2020-12-01
Bootstrap Your Own Latent - A New Approach to Self-Supervised Learning
| Jean-bastien GrillFlorian StrubFlorent AltchéCorentin TallecPierre RichemondElena BuchatskayaCarl DoerschBernardo Avila PiresZhaohan GuoMohammad Gheshlaghi AzarBilal PiotKoray KavukcuogluRemi MunosMichal Valko
2020-12-01
Learning to Generalize Unseen Domains via Memory-based Multi-Source Meta-Learning for Person Re-Identification
| Yuyang ZhaoZhun ZhongFengxiang YangZhiming LuoYaojin LinShaozi LiNicu Sebe
2020-12-01
Diverse Temporal Aggregation and Depthwise Spatiotemporal Factorization for Efficient Video Classification
| Youngwan LeeHyung-Il KimKimin YunJinyoung Moon
2020-12-01
A Generative Model to Synthesize EEG Data for Epileptic Seizure Prediction
Khansa RasheedJunaid QadirTerence J. O'BrienLevin KuhlmannAdeel Razi
2020-12-01
Semi-Supervised Noisy Student Pre-training on EfficientNet Architectures for Plant Pathology Classification
Sedrick Scott Keh
2020-12-01
CycleGAN without checkerboard artifacts for counter-forensics of fake-image detection
Takayuki OsakabeMiki TanakaYuma KinoshitaHitoshi Kiya
2020-12-01
Confluence: A Robust Non-IoU Alternative to Non-Maxima Suppression in Object Detection
| Andrew ShepleyGreg FalzonPaul Kwan
2020-12-01
SAR Image Despeckling Based on Convolutional Denoising Autoencoder
Qianqian ZhangRuizhi Sun
2020-11-30
Training and Inference for Integer-Based Semantic Segmentation Network
Jiayi YangLei DengYukuan YangYuan XieGuoqi Li
2020-11-30
General Invertible Transformations for Flow-based Generative Modeling
| Jakub M. Tomczak
2020-11-30
ScaleNAS: One-Shot Learning of Scale-Aware Representations for Visual Recognition
Hsin-Pai ChengFeng LiangMeng LiBowen ChengFeng YanHai LiVikas ChandraYiran Chen
2020-11-30
Extracting Electron Scattering Cross Sections from Swarm Data using Deep Neural Networks
Vishrut JetlyBhaskar Chaudhury
2020-11-30
LABNet: Local Graph Aggregation Network with Class Balanced Loss for Vehicle Re-Identification
Abu Md Niamul TaufiqueAndreas Savakis
2020-11-29
Multi-task GANs for Semantic Segmentation and Depth Completion with Cycle Consistency
Chongzhen ZhangYang TangChaoqiang ZhaoQiyu SunZhencheng YeJürgen Kurths
2020-11-29
Fully Quantized Image Super-Resolution Networks
Hu WangPeng ChenBohan ZhuangChunhua Shen
2020-11-29
Image-based Plant Disease Diagnosis with Unsupervised Anomaly Detection Based on Reconstructability of Colors
Ryoya KatafuchiTerumasa Tokunaga
2020-11-29
MIINet: An Image Quality Improvement Framework for Supporting Medical Diagnosis
Quan Huu CapHitoshi IyatomiAtsushi Fukuda
2020-11-28
TStarBot-X: An Open-Sourced and Comprehensive Study for Efficient League Training in StarCraft II Full Game
| Lei HanJiechao XiongPeng SunXinghai SunMeng FangQingwei GuoQiaobo ChenTengfei ShiHongsheng YuZhengyou Zhang
2020-11-27
Beyond Single Instance Multi-view Unsupervised Representation Learning
Xiangxiang ChuXiaohang ZhanXiaolin Wei
2020-11-26
Depth-Enhanced Feature Pyramid Network for Occlusion-Aware Verification of Buildings from Oblique Images
Qing ZhuShengzhi HuangHan HuHaifeng LiMin ChenRuofei Zhong
2020-11-26
Automatic Detection of Cardiac Chambers Using an Attention-based YOLOv4 Framework from Four-chamber View of Fetal Echocardiography
Sibo QiaoShanchen PangGang LuoSilin PanXun WangMin WangXue ZhaiTaotao Chen
2020-11-26
Data-Efficient Classification of Radio Galaxies
| Ashwin SamudreLijo GeorgeMahak BansalYogesh Wadadekar
2020-11-26
Omni-GAN: On the Secrets of cGANs and Beyond
| Peng ZhouLingxi XieBingbing NiCong GengQi Tian
2020-11-26
Batch Normalization Embeddings for Deep Domain Generalization
Mattia SeguAlessio TonioniFederico Tombari
2020-11-25
Emotional Semantics-Preserved and Feature-Aligned CycleGAN for Visual Emotion Adaptation
Sicheng ZhaoXuanbai ChenXiangyu YueChuang LinPengfei XuRavi KrishnaJufeng YangGuiguang DingAlberto L. Sangiovanni-VincentelliKurt Keutzer
2020-11-25
Three-dimensional Segmentation of the Scoliotic Spine from MRI using Unsupervised Volume-based MR-CT Synthesis
Enamundram M. V. Naga KarthikCatherine LaporteFarida Cheriet
2020-11-25
MicroNet: Towards Image Recognition with Extremely Low FLOPs
Yunsheng LiYinpeng ChenXiyang DaiDongdong ChenMengchen LiuLu YuanZicheng LiuLei ZhangNuno Vasconcelos
2020-11-24
ImageNet Pretrained CNNs for JPEG Steganalysis
Yassine YousfiJan ButoraEugene KhvedchenyaJessica Fridrich
2020-11-24
Comparing Normalization Methods for Limited Batch Size Segmentation Neural Networks
Martin KolarikRadim BurgetKamil Riha
2020-11-23
Automatic Detection and Classification of Tick-borne Skin Lesions using Deep Learning
Lauren Michelle PfeiferMatias Valdenegro-Toro
2020-11-23
Consolidation via Policy Information Regularization in Deep RL for Multi-Agent Games
Tyler MalloyTim KlingerMiao LiuMatthew RiemerGerald TesauroChris R. Sims
2020-11-23
Cancer image classification based on DenseNet model
Ziliang ZhongMuhang ZhengHuafeng MaiJianan ZhaoXinyi Liu
2020-11-23
Automated Quality Assessment of Hand Washing Using Deep Learning
Maksims IvanovsRoberts KadikisMartins LullaAleksejs RutkovskisAtis Elsts
2020-11-23
Exploring Contrastive Learning in Human Activity Recognition for Healthcare
| Chi Ian TangIgnacio Perez-PozueloDimitris SpathisCecilia Mascolo
2020-11-23
FP-NAS: Fast Probabilistic Neural Architecture Search
Zhicheng YanXiaoliang DaiPeizhao ZhangYuandong TianBichen WuMatt Feiszli
2020-11-22
Efficient embedding network for 3D brain tumor segmentation
Hicham MessaoudiAhror BelaidMohamed Lamine AllaouiAhcene ZetoutMohand Said AlliliSouhil TlibaDouraied Ben SalemPierre-Henri Conze
2020-11-22
A System for Automatic Rice Disease Detectionfrom Rice Paddy Images Serviced via a Chatbot
Pitchayagan TemniranratKantip KiratiratanaprukApichon KitvimonratWasin SinthupinyoSujin Patarapuwadol
2020-11-21
Densely connected multidilated convolutional networks for dense prediction tasks
Naoya TakahashiYuki Mitsufuji
2020-11-21
MobileDepth: Efficient Monocular Depth Prediction on Mobile Devices
Yekai Wang
2020-11-20
DeepPhaseCut: Deep Relaxation in Phase for Unsupervised Fourier Phase Retrieval
Eunju ChaChanseok LeeMooseok JangJong Chul Ye
2020-11-20
Large Scale Neural Architecture Search with Polyharmonic Splines
Ulrich FinklerMichele MerlerRameswar PandaMayoore S. JaiswalHui WuKandan RamakrishnanChun-Fu ChenMinsik ChoDavid KungRogerio FerisBishwaranjan Bhattacharjee
2020-11-20
Optic Disc, Cup and Fovea Detection from Retinal Images Using U-Net++ with EfficientNet Encoder
Ravi KamblePranab SamantaNitin Singhal
2020-11-20
Causal Contextual Prediction for Learned Image Compression
Zongyu GuoZhizheng ZhangRunsen FengZhibo Chen
2020-11-19
FinRL: A Deep Reinforcement Learning Library for Automated Stock Trading in Quantitative Finance
| Xiao-Yang LiuHongyang YangQian ChenRunjia ZhangLiuqing YangBowen XiaoChristina Dan Wang
2020-11-19
Deep Learning for Automated Screening of Tuberculosis from Indian Chest X-rays: Analysis and Update
Anushikha SinghBrejesh lallB. K. PanigrahiAnjali AgrawalAnurag AgrawalBalamugesh ThangakunamDJ Christopher
2020-11-19
Masked Linear Regression for Learning Local Receptive Fields for Facial Expression Synthesis
Nazar KhanArbish AkramArif MahmoodSania AshrafKashif Murtaza
2020-11-18
Layer-Wise Data-Free CNN Compression
Maxwell HortonYanzi JinAli FarhadiMohammad Rastegari
2020-11-18
Proposing method to Increase the detection accuracy of stomach cancer based on colour and lint features of tongue using CNN and SVM
Elham GholamiSeyed Reza Kamel TabbakhMaryam Kheirabadi
2020-11-18
An Efficient and Scalable Deep Learning Approach for Road Damage Detection
| Sadra Naddaf-shM-Mahdi Naddaf-ShAmir R. KashaniHassan Zargarzadeh
2020-11-18
Kidney Level Lupus Nephritis Classification using Uncertainty Guided Bayesian Convolutional Neural Networks
| Pietro A. CicaleseAryan MobinyZahed ShahmoradiXiongfeng YiChandra MohanHien Van Nguyen
2020-11-18
Learning Efficient GANs using Differentiable Masks and co-Attention Distillation
| Shaojie LiMingbao LinYan WangMingliang XuFeiyue HuangYongjian WuLing ShaoRongrong Ji
2020-11-17
Multigrid-in-Channels Neural Network Architectures
Moshe EliasofJonathan EphrathLars RuthottoEran Treister
2020-11-17
PaDiM: a Patch Distribution Modeling Framework for Anomaly Detection and Localization
| Thomas DefardAleksandr SetkovAngelique LoeschRomaric Audigier
2020-11-17
A comparative approach on detecting multi-lingual and multi-oriented text in natural scene images
Aparna YegnaramanS. Valli
2020-11-17
The unreasonable effectiveness of Batch-Norm statistics in addressing catastrophic forgetting across medical institutions
Sharut GuptaPraveer SinghKen ChangMehak AggarwalNishanth ArunLiangqiong QuKatharina HoebelJay PatelMishka GidwaniAshwin VaswaniDaniel L RubinJayashree Kalpathy-Cramer
2020-11-16
FRDet: Balanced and Lightweight Object Detector based on Fire-Residual Modules for Embedded Processor of Autonomous Driving
Seontaek OhJi-Hwan YouYoung-Keun Kim
2020-11-16
A Probability Distribution and Location-aware ResNet Approach for QoS Prediction
Wenyan ZhangLing XuMeng YanZiliang WangChunlei Fu
2020-11-16
Scaled-YOLOv4: Scaling Cross Stage Partial Network
| Chien-Yao WangAlexey BochkovskiyHong-Yuan Mark Liao
2020-11-16
Studying Robustness of Semantic Segmentation under Domain Shift in cardiac MRI
Peter M. FullFabian IsenseePaul F. JägerKlaus Maier-Hein
2020-11-15
Data-efficient Alignment of Multimodal Sequences by Aligning Gradient Updates and Internal Feature Distributions
| Jianan WangBoyang LiXiangyu FanJing LinYanwei Fu
2020-11-15
Tonic: A Deep Reinforcement Learning Library for Fast Prototyping and Benchmarking
| Fabio Pardo
2020-11-15
Real-Time Polyp Detection, Localization and Segmentation in Colonoscopy Using Deep Learning
Debesh JhaSharib AliNikhil Kumar TomarHåvard D. JohansenDag D. JohansenJens RittscherMichael A. RieglerPål Halvorsen
2020-11-15
On Filter Generalization for Music Bandwidth Extension Using Deep Neural Networks
| Serkan SulunMatthew E. P. Davies
2020-11-14
G-RCN: Optimizing the Gap between Classification and Localization Tasks for Object Detection
Yufan LuoLi Xiao
2020-11-14
Efficient RGB-D Semantic Segmentation for Indoor Scene Analysis
| Daniel SeichterMona KöhlerBenjamin LewandowskiTim WengefeldHorst-Michael Gross
2020-11-13
Critic PI2: Master Continuous Planning via Policy Improvement with Path Integrals and Deep Actor-Critic Reinforcement Learning
Jiajun FanHe BaXian GuoJianye Hao
2020-11-13
Transductive Zero-Shot Learning using Cross-Modal CycleGAN
Patrick BordesEloi ZablockiBenjamin PiwowarskiPatrick Gallinari
2020-11-13
Metastatic Cancer Image Classification Based On Deep Learning Method
Guanwen QiuXiaobing YuBaolin SunYunpeng WangLipei Zhang
2020-11-13
Improving Model Accuracy for Imbalanced Image Classification Tasks by Adding a Final Batch Normalization Layer: An Empirical Study
Veysel KocamanOfer M. ShirThomas Bäck
2020-11-12
Learning to Segment Dynamic Objects using SLAM Outliers
Adrian BojkoRomain DupontMohamed TamaazoustiHervé Le Borgne
2020-11-12
Using IPA-Based Tacotron for Data Efficient Cross-Lingual Speaker Adaptation and Pronunciation Enhancement
Hamed HematiDamian Borth
2020-11-12
When deep learning models on GPU can be accelerated by taking advantage of unstructured sparsity
Marcin Pietroń Dominik Żurek
2020-11-12
DSAM: A Distance Shrinking with Angular Marginalizing Loss for High Performance Vehicle Re-identificatio
Jiangtao KongYu ChengBenjia ZhouKai LiJunliang Xing
2020-11-12
An ensemble-based approach by fine-tuning the deep transfer learning models to classify pneumonia from chest X-ray images
Sagar Kora Venu