Auxiliary Classifier

Auxiliary Classifiers are type of architectural component that seek to improve the convergence of very deep networks. They are classifier heads we attach to layers before the end of the network. The motivation is to push useful gradients to the lower layers to make them immediately useful and improve the convergence during training by combatting the vanishing gradient problem. They are notably used in the Inception family of convolutional neural networks.

Latest Papers

PAPER DATE
TanhSoft -- a family of activation functions combining Tanh and Softplus
Koushik BiswasSandeep KumarShilpak BanerjeeAshish Kumar Pandey
2020-09-08
Multi-Attention-Network for Semantic Segmentation of High-Resolution Remote Sensing Images
Rui LiShunyi ZhengChenxi DuanJianlin Su
2020-09-03
Conditional Wasserstein GAN-based Oversampling of Tabular Data for Imbalanced Learning
Justin EngelmannStefan Lessmann
2020-08-20
Forming Local Intersections of Projections for Classifying and Searching Histopathology Images
Aditya SriramShivam KalraMorteza BabaieBrady KiefferWaddah Al DrobiShahryar RahnamayanHany KashaniHamid R. Tizhoosh
2020-08-08
From Sound Representation to Model Robustness
Mohammad EsmaeilpourPatrick CardinalAlessandro Lameiras Koerich
2020-07-27
Finding Non-Uniform Quantization Schemes using Multi-Task Gaussian Processes
Marcelo Gennari do NascimentoTheo W. CostainVictor Adrian Prisacariu
2020-07-15
Single architecture and multiple task deep neural network for altered fingerprint analysis
Oliver GiudiceMattia LitricoSebastiano Battiato
2020-07-09
Are there any 'object detectors' in the hidden layers of CNNs trained to identify objects or scenes?
| Ella M. GaleNicholas MartinRyan BlythingAnh NguyenJeffrey S. Bowers
2020-07-02
Causal Explanations of Image Misclassifications
Yan MinMiles Bennett
2020-06-28
A Novel and Reliable Deep Learning Web-Based Tool to Detect COVID-19 Infection from Chest CT-Scan
| Abdolkarim SaeediMaryam SaeediArash Maghsoudi
2020-06-24
Multi-Precision Policy Enforced Training (MuPPET): A precision-switching strategy for quantised fixed-point training of CNNs
Aditya RajagopalDiederik Adriaan VinkStylianos I. VenierisChristos-Savvas Bouganis
2020-06-16
Real-time Universal Style Transfer on High-resolution Images via Zero-channel Pruning
Jie AnTao LiHaozhi HuangLi ShenXuan WangYongyi TangJinwen MaWei LiuJiebo Luo
2020-06-16
Intriguing generalization and simplicity of adversarially trained neural networks
Chirag AgarwalPeijie ChenAnh Nguyen
2020-06-16
Unbiased Auxiliary Classifier GANs with MINE
| Ligong HanAnastasis StathopoulosTao XueDimitris Metaxas
2020-06-13
Evaluation of Deep Segmentation Models for the Extraction of Retinal Lesions from Multi-modal Retinal Images
Taimur HassanMuhammad Usman AkramNaoufel Werghi
2020-06-04
BWCNN: Blink to Word, a Real-Time Convolutional Neural Network Approach
Albara Ah RamliRex LiuRahul KrishnamoorthyVishal I BXiaoxiao WangIlias TagkopoulosXin Liu
2020-06-01
SDCT-AuxNet$^θ$: DCT Augmented Stain Deconvolutional CNN with Auxiliary Classifier for Cancer Diagnosis
Shiv GehlotAnubha GuptaRitu Gupta
2020-05-30
Brief Announcement: On the Limits of Parallelizing Convolutional Neural Networks on GPUs
Behnam PourghassemiChenghao ZhangJoo Hwan LeeAparna Chandramowlishwaran
2020-05-28
Coronavirus: Comparing COVID-19, SARS and MERS in the eyes of AI
Anas TahirYazan QiblaweyAmith KhandakarTawsifur RahmanUzair KhurshidFarayi MusharavatiM. T. IslamSerkan KiranyazMuhammad E. H. Chowdhury
2020-05-23
Synthesizing Unrestricted False Positive Adversarial Objects Using Generative Models
Martin KotuliakSandro E. SchoenbornAndrei Dan
2020-05-19
Learning Generalized Spoof Cues for Face Anti-spoofing
| Haocheng FengZhibin HongHaixiao YueYang ChenKeyao WangJunyu HanJingtuo LiuErrui Ding
2020-05-08
Comparison and Benchmarking of AI Models and Frameworks on Mobile Devices
Chunjie LuoXiwen HeJianfeng ZhanLei WangWanling GaoJiahui Dai
2020-05-07
3D Printed Brain-Controlled Robot-Arm Prosthetic via Embedded Deep Learning from sEMG Sensors
David LonsdaleLi ZhangRichard Jiang
2020-05-04
On the safety of vulnerable road users by cyclist orientation detection using Deep Learning
Marichelo Garcia-VenegasDiego A. Mercado-RavellCarlos A. Carballo-Monsivais
2020-04-25
Automated diagnosis of COVID-19 with limited posteroanterior chest X-ray images using fine-tuned deep neural networks
Narinder Singh PunnSonali Agarwal
2020-04-23
Detection of Covid-19 From Chest X-ray Images Using Artificial Intelligence: An Early Review
Muhammad IlyasHina RehmanAmine Nait-ali
2020-04-11
Fully Automatic Electrocardiogram Classification System based on Generative Adversarial Network with Auxiliary Classifier
Zhanhong ZhouXiaolong ZhaiChung Tin
2020-04-10
GSA-DenseNet121-COVID-19: a Hybrid Deep Learning Architecture for the Diagnosis of COVID-19 Disease based on Gravitational Search Optimization Algorithm
Dalia EzzatAboul ell HassanienHassan Aboul Ella
2020-04-09
Skin Diseases Detection using LBP and WLD- An Ensembling Approach
Arnab BanerjeeNibaran DasMita Nasipuri
2020-04-08
A Deep Learning Approach for Determining Effects of Tuta Absoluta in Tomato Plants
Denis P. RubangaLoyani K. LoyaniMgaya RichardSawahiko Shimada
2020-04-08
Within the Lack of COVID-19 Benchmark Dataset: A Novel GAN with Deep Transfer Learning for Corona-virus Detection in Chest X-ray Images
Mohamed LoeyFlorentin SmarandacheNour Eldeen M. Khalifa
2020-04-07
Detection of Coronavirus (COVID-19) Associated Pneumonia based on Generative Adversarial Networks and a Fine-Tuned Deep Transfer Learning Model using Chest X-ray Dataset
Nour Eldeen M. KhalifaMohamed Hamed N. TahaAboul Ella HassanienSally Elghamrawy
2020-04-02
Generative Latent Implicit Conditional Optimization when Learning from Small Sample
| Idan AzuriDaphna Weinshall
2020-03-31
Classification of the Chinese Handwritten Numbers with Supervised Projective Dictionary Pair Learning
Rasool AmeriSaideh FerdowsiAli AlameerVahid AbolghasemiKianoush Nazarpour
2020-03-26
A New Multiple Max-pooling Integration Module and Cross Multiscale Deconvolution Network Based on Image Semantic Segmentation
Hongfeng YouShengwei TianLong YuXiang MaYan XingNing Xin
2020-03-25
Performance Evaluation of Advanced Deep Learning Architectures for Offline Handwritten Character Recognition
Moazam SoomroMuhammad Ali FarooqRana Hammad Raza
2020-03-15
Identifying Individual Dogs in Social Media Images
Djordje BaticDubravko Culibrk
2020-03-14
Advanced Deep Learning Methodologies for Skin Cancer Classification in Prodromal Stages
Muhammad Ali FarooqAsma KhatoonViktor VarkarakisPeter Corcoran
2020-03-13
SynCGAN: Using learnable class specific priors to generate synthetic data for improving classifier performance on cytological images
Soumyajyoti DeySoham DasSwarnendu GhoshShyamali MitraSukanta ChakrabartyNibaran Das
2020-03-12
Traffic Signs Detection and Recognition System using Deep Learning
Pavly Salah ZakiMarco Magdy WilliamBolis Karam SolimanKerolos Gamal AlexsanKeroles KhalilMagdy El-Moursy
2020-03-06
Neuron Shapley: Discovering the Responsible Neurons
Amirata GhorbaniJames Zou
2020-02-23
Introducing Fuzzy Layers for Deep Learning
Stanton R. PriceSteven R. PriceDerek T. Anderson
2020-02-21
Skip Connections Matter: On the Transferability of Adversarial Examples Generated with ResNets
Dongxian WuYisen WangShu-Tao XiaJames BaileyXingjun Ma
2020-02-14
Exponential discretization of weights of neural network connections in pre-trained neural networks
Magomed Yu. MalsagovEmil M. KhayrovMaria M. PushkarevaIakov M. Karandashev
2020-02-03
Age-Conditioned Synthesis of Pediatric Computed Tomography with Auxiliary Classifier Generative Adversarial Networks
Chi Nok Enoch KanNajibakram MaheenaboobackerDong Hye Ye
2020-01-31
RPR: Random Partition Relaxation for Training; Binary and Ternary Weight Neural Networks
Lukas CavigelliLuca Benini
2020-01-04
Multi-Precision Policy Enforced Training (MuPPET) : A precision-switching strategy for quantised fixed-point training of CNNs
Anonymous
2020-01-01
Random Partition Relaxation for Training Binary and Ternary Weight Neural Network
Anonymous
2020-01-01
Are there any 'object detectors' in the hidden layers of CNNs trained to identify objects or scenes?
Anonymous
2020-01-01
ZeroQ: A Novel Zero Shot Quantization Framework
| Yaohui CaiZhewei YaoZhen DongAmir GholamiMichael W. MahoneyKurt Keutzer
2020-01-01
TopoAct: Visually Exploring the Shape of Activations in Deep Learning
Archit RathoreNithin ChalapathiSourabh PalandeBei Wang
2019-12-13
Linear Mode Connectivity and the Lottery Ticket Hypothesis
| Jonathan FrankleGintare Karolina DziugaiteDaniel M. RoyMichael Carbin
2019-12-11
Scratch that! An Evolution-based Adversarial Attack against Neural Networks
Malhar JereLoris RossiBriland HitajGabriela CiocarlieGiacomo BoracchiFarinaz Koushanfar
2019-12-05
Twin Auxilary Classifiers GAN
| Mingming GongYanwu XuChunyuan LiKun ZhangKayhan Batmanghelich
2019-12-01
Filter Response Normalization Layer: Eliminating Batch Dependence in the Training of Deep Neural Networks
| Saurabh SinghShankar Krishnan
2019-11-21
AI-based Pilgrim Detection using Convolutional Neural Networks
Marwa Ben JabraAdel AmmarAnis KoubaaOmar CheikhrouhouHabib Hamam
2019-11-18
Crowd Counting via Segmentation Guided Attention Networks and Curriculum Loss
Qian WangToby P. Breckon
2019-11-18
Efficacy of Pixel-Level OOD Detection for Semantic Segmentation
Matt AngusKrzysztof CzarneckiRick Salay
2019-11-07
Predictive modeling of brain tumor: A Deep learning approach
Priyansh SaxenaAkshat MaheshwariShivani TayalSaumil Maheshwari
2019-11-06
A Scalable Multilabel Classification to Deploy Deep Learning Architectures For Edge Devices
Tolulope A. OdetolaOgheneuriri OderhohwoSyed Rafay Hasan
2019-11-05
Temporal Action Localization using Long Short-Term Dependency
Yuan ZhouHongru LiSun-Yuan Kung
2019-11-04
Similarity Based Auxiliary Classifier for Named Entity Recognition
Shiyuan XiaoYuanxin OuyangWenge RongJianxin YangZhang Xiong
2019-11-01
Deep Learning and Control Algorithms of Direct Perception for Autonomous Driving
Der-Hau LeeKuan-Lin ChenKuan-Han LiouChang-Lun LiuJinn-Liang Liu
2019-10-26
Establishing an Evaluation Metric to Quantify Climate Change Image Realism
Sharon ZhouAlexandra LuccioniGautier CosneMichael S. BernsteinYoshua Bengio
2019-10-22
Improving sample diversity of a pre-trained, class-conditional GAN by changing its class embeddings
| Qi LiLong MaiMichael A. AlcornAnh Nguyen
2019-10-10
A Conditional Generative Model for Predicting Material Microstructures from Processing Methods
Akshay IyerBiswadip DeyArindam DasguptaWei ChenAmit Chakraborty
2019-10-04
DSConv: Efficient Convolution Operator
Marcelo Gennari do Nascimento Roger Fawcett Victor Adrian Prisacariu
2019-10-01
GDP: Generalized Device Placement for Dataflow Graphs
Yanqi ZhouSudip RoyAmirali AbdolrashidiDaniel WongPeter C. MaQiumin XuMing ZhongHanxiao LiuAnna GoldieAzalia MirhoseiniJames Laudon
2019-09-28
Deep Convolutions for In-Depth Automated Rock Typing
E. E. BaraboshkinL. S. IsmailovaD. M. OrlovE. A. ZhukovskayaG. A. KalmykovO. V. KhotylevE. Yu. BaraboshkinD. A. Koroteev
2019-09-23
Out-of-domain Detection for Natural Language Understanding in Dialog Systems
Yinhe ZhengGuanyi ChenMinlie Huang
2019-09-09
An Auxiliary Classifier Generative Adversarial Framework for Relation Extraction
Yun Zhao
2019-09-06
Inception-inspired LSTM for Next-frame Video Prediction
| Matin HosseiniAnthony S. MaidaMajid HosseiniGottumukkala Raju
2019-08-28
Tag2Pix: Line Art Colorization Using Text Tag With SECat and Changing Loss
| Hyunsu KimHo Young JhooEunhyeok ParkSungjoo Yoo
2019-08-16
Histographs: Graphs in Histopathology
Shrey GadiyaDeepak AnandAmit Sethi
2019-08-14
Fine-Tuning Models Comparisons on Garbage Classification for Recyclability
Umut OzkayaLevent Seyfi
2019-08-07
Genetic Deep Learning for Lung Cancer Screening
Hunter ParkConnor Monahan
2019-07-27
Twin Auxiliary Classifiers GAN
| Mingming GongYanwu XuChunyuan LiKun ZhangKayhan Batmanghelich
2019-07-05
Mimic and Fool: A Task Agnostic Adversarial Attack
Akshay ChaturvediUtpal Garain
2019-06-11
DeepShift: Towards Multiplication-Less Neural Networks
| Mostafa ElhoushiZihao ChenFarhan ShafiqYe Henry TianJoey Yiwei Li
2019-05-30
Transfer Learning based Detection of Diabetic Retinopathy from Small Dataset
| Misgina Tsighe HagosShri Kant
2019-05-17
Self-supervised Audio Spatialization with Correspondence Classifier
Yu-Ding LuHsin-Ying LeeHung-Yu TsengMing-Hsuan Yang
2019-05-14
Adversarially Trained Autoencoders for Parallel-Data-Free Voice Conversion
Orhan OcalOguz H. ElibolGokce KeskinCory StephensonAnil ThomasKannan Ramchandran
2019-05-09
Double Transfer Learning for Breast Cancer Histopathologic Image Classification
Jonathan de MatosAlceu de S. Britto Jr.Luiz E. S. OliveiraAlessandro L. Koerich
2019-04-16
C3AE: Exploring the Limits of Compact Model for Age Estimation
| Chao ZhangShuaicheng LiuXun XuCe Zhu
2019-04-10
Unsupervised Feature Learning for Environmental Sound Classification Using Weighted Cycle-Consistent Generative Adversarial Network
Mohammad EsmaeilpourPatrick CardinalAlessandro Lameiras Koerich
2019-04-08
End-to-End Video Captioning
Silvio OlivastriGurkirt SinghFabio Cuzzolin
2019-04-04
Evaluating CNNs on the Gestalt Principle of Closure
Gregor EhrenspergerSebastian StabingerAntonio Rodríguez Sánchez
2019-03-30
Understanding Unconventional Preprocessors in Deep Convolutional Neural Networks for Face Identification
Chollette C. OlisahLyndon Smith
2019-03-27
Bandwidth Extension on Raw Audio via Generative Adversarial Networks
Sung KimVisvesh Sathe
2019-03-21
Deep Learning Enables Automatic Detection and Segmentation of Brain Metastases on Multi-Sequence MRI
Endre GrøvikDarvin YiMichael IvElisabeth TongDaniel L. RubinGreg Zaharchuk
2019-03-18
Image Privacy Prediction Using Deep Neural Networks
Ashwini TongeCornelia Caragea
2019-03-08
Long and Short Memory Balancing in Visual Co-Tracking using Q-Learning
Kourosh MeshgiMaryam Sadat MirzaeiShigeyuki Oba
2019-02-14
MICIK: MIning Cross-Layer Inherent Similarity Knowledge for Deep Model Compression
Jie ZhangXiaolong WangDawei LiShalini GhoshAbhishek KolagundaYalin Wang
2019-02-03
TUNet: Incorporating segmentation maps to improve classification
Yijun Tian
2019-01-27
Towards Compact ConvNets via Structure-Sparsity Regularized Filter Pruning
| Shaohui LinRongrong JiYuchao LiCheng DengXuelong Li
2019-01-23
DSConv: Efficient Convolution Operator
Marcelo GennariRoger FawcettVictor Adrian Prisacariu
2019-01-07
Impact of Ground Truth Annotation Quality on Performance of Semantic Image Segmentation of Traffic Conditions
| Vlad TaranYuri GordienkoAlexandr RokovyiOleg AlieninSergii Stirenko
2018-12-30
Fast MVAE: Joint separation and classification of mixed sources based on multichannel variational autoencoder with auxiliary classifier
Li LiHirokazu KameokaShoji Makino
2018-12-16
DeepCalib: a deep learning approach for automatic intrinsic calibration of wide field-of-view cameras
| Oleksandr BogdanViktor EcksteinFrancois RameauJean-Charles Bazin
2018-12-15
Accelerating Convolutional Neural Networks via Activation Map Compression
Georgios Georgiadis
2018-12-10
Strike (with) a Pose: Neural Networks Are Easily Fooled by Strange Poses of Familiar Objects
| Michael A. AlcornQi LiZhitao GongChengfei WangLong MaiWei-Shinn KuAnh Nguyen
2018-11-28
Label-Noise Robust Generative Adversarial Networks
| Takuhiro KanekoYoshitaka UshikuTatsuya Harada
2018-11-27
Class-Distinct and Class-Mutual Image Generation with GANs
| Takuhiro KanekoYoshitaka UshikuTatsuya Harada
2018-11-27
ShelfNet for Fast Semantic Segmentation
| Juntang ZhuangJunlin YangLin GuNicha Dvornek
2018-11-27
Context-Aware Crowd Counting
| Weizhe LiuMathieu SalzmannPascal Fua
2018-11-26
Artificial Color Constancy via GoogLeNet with Angular Loss Function
| Oleksii Sidorov
2018-11-20
Structure Learning of Deep Neural Networks with Q-Learning
Guoqiang ZhongWencong JiaoWei Gao
2018-10-31
Fine-Grained Classification of Cervical Cells Using Morphological and Appearance Based Convolutional Neural Networks
Haoming LinYuyang HuSiping ChenJianhua YaoLing Zhang
2018-10-14
DeepWeeds: A Multiclass Weed Species Image Dataset for Deep Learning
| Alex OlsenDmitry A. KonovalovBronson PhilippaPeter RiddJake C. WoodJamie JohnsWesley BanksBenjamin GirgentiOwen KennyJames WhinneyBrendan CalvertMostafa Rahimi AzghadiRonald D. White
2018-10-09
RCCNet: An Efficient Convolutional Neural Network for Histological Routine Colon Cancer Nuclei Classification
| S H Shabbeer BashaSoumen GhoshKancharagunta Kishan BabuShiv Ram DubeyViswanath PulabaigariSnehasis Mukherjee
2018-09-30
Discovering Low-Precision Networks Close to Full-Precision Networks for Efficient Embedded Inference
Jeffrey L. McKinstrySteven K. EsserRathinakumar AppuswamyDeepika BablaniJohn V. ArthurIzzet B. YildizDharmendra S. Modha
2018-09-11
OCNet: Object Context Network for Scene Parsing
| Yuhui YuanJingdong Wang
2018-09-04
DFT-based Transformation Invariant Pooling Layer for Visual Classification
Jongbin RyuMing-Hsuan YangJongwoo Lim
2018-09-01
PSANet: Point-wise Spatial Attention Network for Scene Parsing
| Hengshuang ZhaoYi ZhangShu LiuJianping ShiChen Change LoyDahua LinJiaya Jia
2018-09-01
ACVAE-VC: Non-parallel many-to-many voice conversion with auxiliary classifier variational autoencoder
| Hirokazu KameokaTakuhiro KanekoKou TanakaNobukatsu Hojo
2018-08-13
Rethinking Numerical Representations for Deep Neural Networks
Parker HillBabak ZamiraiShengshuo LuYu-Wei ChaoMichael LaurenzanoMehrzad SamadiMarios PapaefthymiouScott MahlkeThomas WenischJia DengLingjia TangJason Mars
2018-08-07
A Unified Approximation Framework for Compressing and Accelerating Deep Neural Networks
Yuzhe MaRan ChenWei LiFanhua ShangWenjian YuMinsik ChoBei Yu
2018-07-26
LQ-Nets: Learned Quantization for Highly Accurate and Compact Deep Neural Networks
| Dongqing ZhangJiaolong YangDongqiangzi YeGang Hua
2018-07-26
Dermoscopic Image Analysis for ISIC Challenge 2018
Jinyi ZouXiao MaCheng ZhongYao Zhang
2018-07-24
DLA: Compiler and FPGA Overlay for Neural Network Inference Acceleration
Mohamed S. AbdelfattahDavid HanAndrew BitarRoberto DiCeccoShane OConnellNitika ShankerJoseph ChuIan PrinsJoshua FenderAndrew C. LingGordon R. Chiu
2018-07-13
Deep k-Means: Re-Training and Parameter Sharing with Harder Cluster Assignments for Compressing Deep Convolutions
| Junru WuYue WangZhenyu WuZhangyang WangAshok VeeraraghavanYingyan Lin
2018-07-01
Deep $k$-Means: Re-Training and Parameter Sharing with Harder Cluster Assignments for Compressing Deep Convolutions
| Junru WuYue WangZhenyu WuZhangyang WangAshok VeeraraghavanYingyan Lin
2018-06-24
Age and Gender Classification From Ear Images
Dogucan YamanFevziye Irem EyiokurNurdan SezginHazım Kemal Ekenel
2018-06-14
Dank Learning: Generating Memes Using Deep Neural Networks
| Abel L Peirson VE Meltem Tolunay
2018-06-08
Performance Evaluation of Deep Learning Networks for Semantic Segmentation of Traffic Stereo-Pair Images
Vlad TaranNikita GordienkoYuriy KochuraYuri GordienkoAlexandr RokovyiOleg AlieninSergii Stirenko
2018-06-05
State Classification with CNN
Astha Sharma
2018-06-05
Categorizing Concepts With Basic Level for Vision-to-Language
Hanzhang WangHanli WangKaisheng Xu
2018-06-01
CLIP-Q: Deep Network Compression Learning by In-Parallel Pruning-Quantization
Frederick TungGreg Mori
2018-06-01
GenAttack: Practical Black-box Attacks with Gradient-Free Optimization
| Moustafa AlzantotYash SharmaSupriyo ChakrabortyHuan ZhangCho-Jui HsiehMani Srivastava
2018-05-28
Fairness GAN
Prasanna SattigeriSamuel C. HoffmanVijil ChenthamarakshanKush R. Varshney
2018-05-24
Fast-converging Conditional Generative Adversarial Networks for Image Synthesis
Chengcheng LiZi WangHairong Qi
2018-05-05
ADef: an Iterative Algorithm to Construct Adversarial Deformations
| Rima AlaifariGiovanni S. AlbertiTandri Gauksson
2018-04-20
Value-aware Quantization for Training and Inference of Neural Networks
Eunhyeok ParkSungjoo YooPeter Vajda
2018-04-20
Human Semantic Parsing for Person Re-identification
Mahdi M. KalayehEmrah BasaranMuhittin GokmenMustafa E. KamasakMubarak Shah
2018-03-31
Dihedral angle prediction using generative adversarial networks
Hyeongki Kim
2018-03-29
Face Recognition with Hybrid Efficient Convolution Algorithms on FPGAs
Chuanhao ZhugeXinheng LiuXiaofan ZhangSudeep GummadiJinjun XiongDeming Chen
2018-03-23
GossipGraD: Scalable Deep Learning using Gossip Communication based Asynchronous Gradient Descent
Jeff DailyAbhinav VishnuCharles SiegelThomas WarfelVinay Amatya
2018-03-15
Classification of breast cancer histology images using transfer learning
Sulaiman VesalNishant RavikumarAmirAbbas DavariStephan EllmannAndreas Maier
2018-02-26
Evaluating the Robustness of Neural Networks: An Extreme Value Theory Approach
| Tsui-Wei WengHuan ZhangPin-Yu ChenJinfeng YiDong SuYupeng GaoCho-Jui HsiehLuca Daniel
2018-01-31
Data Augmentation by Pairing Samples for Images Classification
Hiroshi Inoue
2018-01-09
Large-Scale 3D Scene Classification With Multi-View Volumetric CNN
Dror AigerBrett AllenAleksey Golovinskiy
2017-12-26
Towards Practical Verification of Machine Learning: The Case of Computer Vision Systems
Kexin PeiYinzhi CaoJunfeng YangSuman Jana
2017-12-05
Deep learning analysis of breast MRIs for prediction of occult invasive disease in ductal carcinoma in situ
Zhe ZhuMichael HarowiczJun ZhangAshirbani SahaLars J. GrimmE. Shelley HwangMaciej A. Mazurowski
2017-11-28
Feature Selective Networks for Object Detection
Yao ZhaiJingjing FuYan LuHouqiang Li
2017-11-24
Poverty Mapping Using Convolutional Neural Networks Trained on High and Medium Resolution Satellite Images, With an Application in Mexico
Boris BabenkoJonathan HershDavid NewhouseAnusha RamakrishnanTom Swartz
2017-11-16
Performance Modeling and Evaluation of Distributed Deep Learning Frameworks on GPUs
Shaohuai ShiXiaowen Chu
2017-11-16
Adversarial Training for Disease Prediction from Electronic Health Records with Missing Data
Uiwon HwangSungwoon ChoiHan-Byoel LeeSungroh Yoon
2017-11-11
Application of Deep Learning in Neuroradiology: Automated Detection of Basal Ganglia Hemorrhage using 2D-Convolutional Neural Networks
Vishal DesaiAdam E. FlandersParas Lakhani
2017-10-10
Strengths and Weaknesses of Deep Learning Models for Face Recognition Against Image Degradations
| Klemen GrmVitomir ŠtrucAnais ArtigesMatthieu CaronHazim Kemal Ekenel
2017-10-04
Computation Error Analysis of Block Floating Point Arithmetic Oriented Convolution Neural Network Accelerator Design
Zhourui SongZhenyu LiuDongsheng Wang
2017-09-22
Exploring Food Detection using CNNs
Eduardo AguilarMarc BolañosPetia Radeva
2017-09-14
Flower Categorization using Deep Convolutional Neural Networks
Ayesha GurnaniViraj MavaniVandit GajjarYash Khandhediya
2017-08-12
Snowflake: A Model Agnostic Accelerator for Deep Convolutional Neural Networks
Vinayak GokhaleAliasger ZaidyAndre Xian Ming ChangEugenio Culurciello
2017-08-08
Weighted-Entropy-Based Quantization for Deep Neural Networks
Eunhyeok ParkJunwhan AhnSungjoo Yoo
2017-07-01
Balanced Quantization: An Effective and Efficient Approach to Quantized Neural Networks
Shuchang ZhouYuzhi WangHe WenQinyao HeYuheng Zou
2017-06-22
SEP-Nets: Small and Effective Pattern Networks
Zhe LiXiaoyu WangXutao LvTianbao Yang
2017-06-13
RSI-CB: A Large Scale Remote Sensing Image Classification Benchmark via Crowdsource Data
| Haifeng LiXin DouChao TaoZhixiang HouJie ChenJian PengMin DengLing Zhao
2017-05-30
TernGrad: Ternary Gradients to Reduce Communication in Distributed Deep Learning
| Wei WenCong XuFeng YanChunpeng WuYandan WangYiran ChenHai Li
2017-05-22
UC Merced Submission to the ActivityNet Challenge 2016
Yi ZhuShawn NewsamZaikun Xu
2017-04-11
Coordinating Filters for Faster Deep Neural Networks
| Wei WenCong XuChunpeng WuYandan WangYiran ChenHai Li
2017-03-28
TAC-GAN - Text Conditioned Auxiliary Classifier Generative Adversarial Network
| Ayushman DashJohn Cristian Borges GamboaSheraz AhmedMarcus LiwickiMuhammad Zeshan Afzal
2017-03-19
Multilevel Context Representation for Improving Object Recognition
Andreas KölschMuhammad Zeshan AfzalMarcus Liwicki
2017-03-19
Deep Learning for Skin Lesion Classification
P. MirunaliniAravindan ChandraboseVignesh GokulS. M. Jaisakthi
2017-03-13
A Compact DNN: Approaching GoogLeNet-Level Accuracy of Classification and Domain Adaptation
Chunpeng WuWei WenTariq AfzalYongmei ZhangYiran ChenHai Li
2017-03-12
Deep Convolutional Neural Network Inference with Floating-point Weights and Fixed-point Activations
Liangzhen LaiNaveen SudaVikas Chandra
2017-03-08
Skin Lesion Classification Using Deep Multi-scale Convolutional Neural Networks
Terrance DeVriesDhanesh Ramachandram
2017-03-04
Learning Deep Visual Object Models From Noisy Web Data: How to Make it Work
Nizar MassouhFrancesca BabiloniTatiana TommasiJay YoungNick HawesBarbara Caputo
2017-02-28
Incremental Network Quantization: Towards Lossless CNNs with Low-Precision Weights
| Aojun ZhouAnbang YaoYiwen GuoLin XuYurong Chen
2017-02-10
Deep Learning with Low Precision by Half-wave Gaussian Quantization
| Zhaowei CaiXiaodong HeJian SunNuno Vasconcelos
2017-02-03
Identifying Best Interventions through Online Importance Sampling
Rajat SenKarthikeyan ShanmugamAlexandros G. DimakisSanjay Shakkottai
2017-01-10
Pyramid Scene Parsing Network
| Hengshuang ZhaoJianping ShiXiaojuan QiXiaogang WangJiaya Jia
2016-12-04
Weakly-supervised Learning of Mid-level Features for Pedestrian Attribute Recognition and Localization
Kai YuBiao LengZhang ZhangDangwei LiKaiqi Huang
2016-11-17
Designing Energy-Efficient Convolutional Neural Networks using Energy-Aware Pruning
Tien-Ju YangYu-Hsin ChenVivienne Sze
2016-11-16
Gradients of Counterfactuals
Mukund SundararajanAnkur TalyQiqi Yan
2016-11-08
Boosting Image Captioning with Attributes
Ting YaoYingwei PanYehao LiZhaofan QiuTao Mei
2016-11-05
Neural Machine Translation Advised by Statistical Machine Translation
Xing WangZhengdong LuZhaopeng TuHang LiDeyi XiongMin Zhang
2016-10-17
ILGNet: Inception Modules with Connected Local and Global Features for Efficient Image Aesthetic Quality Classification using Domain Adaptation
| Xin JinLe WuXiaodong LiXiaokun ZhangJingying ChiSiwei PengShiming GeGeng ZhaoShuying Li
2016-10-07
25 years of CNNs: Can we compare to human abstraction capabilities?
Sebastian StabingerAntonio Rodríguez-SánchezJustus Piater
2016-07-28
Collaborative Layer-wise Discriminative Learning in Deep Neural Networks
Xiaojie JinYunpeng ChenJian DongJiashi FengShuicheng Yan
2016-07-19
DSD: Dense-Sparse-Dense Training for Deep Neural Networks
Song HanJeff PoolSharan NarangHuizi MaoEnhao GongShijian TangErich ElsenPeter VajdaManohar PaluriJohn TranBryan CatanzaroWilliam J. Dally
2016-07-15
NIST: An Image Classification Network to Image Semantic Retrieval
Le DongXiuyuan ChenMengdie MaoQianni Zhang
2016-07-02
Maximizing CNN Accelerator Efficiency Through Resource Partitioning
Yongming ShenMichael FerdmanPeter Milder
2016-06-30
Going Deeper for Multilingual Visual Sentiment Detection
Brendan JouShih-Fu Chang
2016-05-30
Theano-MPI: a Theano-based Distributed Training Framework
| He MaFei MaoGraham W. Taylor
2016-05-26
Adversarial Diversity and Hard Positive Generation
Andras RozsaEthan M. RuddTerrance E. Boult
2016-05-05
Refining Architectures of Deep Convolutional Neural Networks
Sukrit ShankarDuncan RobertsonYani IoannouAntonio CriminisiRoberto Cipolla
2016-04-22
T-CNN: Tubelets with Convolutional Neural Networks for Object Detection from Videos
| Kai KangHongsheng LiJunjie YanXingyu ZengBin YangTong XiaoCong ZhangZhe WangRuohui WangXiaogang WangWanli Ouyang
2016-04-09
vDNN: Virtualized Deep Neural Networks for Scalable, Memory-Efficient Neural Network Design
| Minsoo RhuNatalia GimelsheinJason ClemonsArslan ZulfiqarStephen W. Keckler
2016-02-25
Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning
| Christian SzegedySergey IoffeVincent VanhouckeAlex Alemi
2016-02-23
RandomOut: Using a convolutional gradient norm to rescue convolutional filters
Joseph Paul CohenHenry Z. LoWei Ding
2016-02-18
Hybrid CNN and Dictionary-Based Models for Scene Recognition and Domain Adaptation
Guo-Sen XieXu-Yao ZhangShuicheng YanCheng-Lin Liu
2016-01-29
Factors in Finetuning Deep Model for object detection
Wanli OuyangXiaogang WangCong ZhangXiaokang Yang
2016-01-20
Deep Learning with S-shaped Rectified Linear Activation Units
Xiaojie JinChunyan XuJiashi FengYunchao WeiJunjun XiongShuicheng Yan
2015-12-22
Rethinking the Inception Architecture for Computer Vision
| Christian SzegedyVincent VanhouckeSergey IoffeJonathon ShlensZbigniew Wojna
2015-12-02
Deep Neural Decision Forests
Peter KontschiederMadalina FiterauAntonio CriminisiSamuel Rota Bulo
2015-12-01
Compression of Deep Convolutional Neural Networks for Fast and Low Power Mobile Applications
| Yong-Deok KimEunhyeok ParkSungjoo YooTaelim ChoiLu YangDongjun Shin
2015-11-20
All you need is a good init
| Dmytro MishkinJiri Matas
2015-11-19
Convolutional neural networks with low-rank regularization
| Cheng TaiTong XiaoYi ZhangXiaogang WangWeinan E
2015-11-19
Deep Metric Learning via Lifted Structured Feature Embedding
| Hyun Oh SongYu XiangStefanie JegelkaSilvio Savarese
2015-11-19
Land Use Classification in Remote Sensing Images by Convolutional Neural Networks
Marco CastelluccioGiovanni PoggiCarlo SansoneLuisa Verdoliva
2015-08-01
A Visual Embedding for the Unsupervised Extraction of Abstract Semantics
D. Garcia-GasullaJ. BéjarU. CortésE. AyguadéJ. LabartaT. SuzumuraR. Chen
2015-07-31
Cyclical Learning Rates for Training Neural Networks
| Leslie N. Smith
2015-06-03
Object Detection by Labeling Superpixels
Junjie YanYinan YuXiangyu ZhuZhen LeiStan Z. Li
2015-06-01
High Performance Offline Handwritten Chinese Character Recognition Using GoogLeNet and Directional Feature Maps
| Zhuoyao ZhongLianwen JinZecheng Xie
2015-05-19
Exploiting Local Features from Deep Networks for Image Retrieval
Joe Yue-Hei NgFan YangLarry S. Davis
2015-04-20
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift
| Sergey IoffeChristian Szegedy
2015-02-11
Attention for Fine-Grained Categorization
Pierre SermanetAndrea FromeEsteban Real
2014-12-22
DeepID-Net: Deformable Deep Convolutional Neural Networks for Object Detection
Wanli OuyangXiaogang WangXingyu ZengShi QiuPing LuoYonglong TianHongsheng LiShuo YangZhe WangChen-Change LoyXiaoou Tang
2014-12-17
Going Deeper with Convolutions
| Christian SzegedyWei LiuYangqing JiaPierre SermanetScott ReedDragomir AnguelovDumitru ErhanVincent VanhouckeAndrew Rabinovich
2014-09-17

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