Methods > General > Skip Connection Blocks

Residual Block

Introduced by He et al. in Deep Residual Learning for Image Recognition

Residual Blocks are skip-connection blocks that learn residual functions with reference to the layer inputs, instead of learning unreferenced functions. They were introduced as part of the ResNet architecture.

Formally, denoting the desired underlying mapping as $\mathcal{H}({x})$, we let the stacked nonlinear layers fit another mapping of $\mathcal{F}({x}):=\mathcal{H}({x})-{x}$. The original mapping is recast into $\mathcal{F}({x})+{x}$. The additional $x$ acts like a residual, hence the name 'residual block'.

The intuition is that it is easier to optimize the residual mapping than to optimize the original, unreferenced mapping. To the extreme, if an identity mapping were optimal, it would be easier to push the residual to zero than to fit an identity mapping by a stack of nonlinear layers. Having skip connections allows the network to more easily learn identity-like mappings.

Note that in practice, Bottleneck Residual Blocks are used for deeper ResNets, such as ResNet-50 and ResNet-101, as these bottleneck blocks are less computationally intensive.

Source: Deep Residual Learning for Image Recognition

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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
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
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
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
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
Consistent Instance Classification for Unsupervised Representation Learning
Anonymous
2021-01-01
Fast Training of Contrastive Learning with Intermediate Contrastive Loss
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
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
Ensembled ResUnet for Anatomical Brain Barriers Segmentation
Munan NingCheng BianChenglang YuanKai MaYefeng Zheng
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
Revisiting Edge Detection in Convolutional Neural Networks
Minh LeSubhradeep Kayal
2020-12-25
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
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
Color Channel Perturbation Attacks for Fooling Convolutional Neural Networks and A Defense Against Such Attacks
| Jayendra KantipudiShiv Ram DubeySoumendu Chakraborty
2020-12-20
Object Detection based on OcSaFPN in Aerial Images with Noise
Chengyuan LiJun LiuHailong HongWenju MaoChenjie WangChudi HuXin SuBin Luo
2020-12-18
SceneFormer: Indoor Scene Generation with Transformers
| Xinpeng WangChandan YeshwanthMatthias Nießner
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
Objective-Based Hierarchical Clustering of Deep Embedding Vectors
Stanislav NaumovGrigory YaroslavtsevDmitrii Avdiukhin
2020-12-15
TDAF: Top-Down Attention Framework for Vision Tasks
Bo PangYizhuo LiJiefeng LiMuchen LiHanwen CaoCewu Lu
2020-12-14
Quantizing data for distributed learning
Osama A. HannaYahya H. EzzeldinChristina FragouliSuhas Diggavi
2020-12-14
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
PAIRS AutoGeo: an Automated Machine Learning Framework for Massive Geospatial Data
Wang ZhouLevente J. KleinSiyuan Lu
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
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
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
CycleQSM: Unsupervised QSM Deep Learning using Physics-Informed CycleGAN
Gyutaek OhHyokyoung BaeHyun-Seo AhnSung-Hong ParkJong Chul Ye
2020-12-07
Parallel Blockwise Knowledge Distillation for Deep Neural Network Compression
| Cody BlakeneyXiaomin LiYan YanZiliang Zong
2020-12-05
Towards Natural Robustness Against Adversarial Examples
Haoyu ChuShikui WeiYao Zhao
2020-12-04
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
SMYRF - Efficient Attention using Asymmetric Clustering
| Giannis DarasNikita KitaevAugustus OdenaAlexandros G. Dimakis
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
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
CycleGAN without checkerboard artifacts for counter-forensics of fake-image detection
Takayuki OsakabeMiki TanakaYuma KinoshitaHitoshi Kiya
2020-12-01
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
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 YuXipeng WuZhengyou 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
Omni-GAN: On the Secrets of cGANs and Beyond
| Peng ZhouLingxi XieBingbing NiCong GengQi Tian
2020-11-26
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
Automatic Detection and Classification of Tick-borne Skin Lesions using Deep Learning
Lauren Michelle PfeiferMatias Valdenegro-Toro
2020-11-23
Exploring Contrastive Learning in Human Activity Recognition for Healthcare
| Chi Ian TangIgnacio Perez-PozueloDimitris SpathisCecilia Mascolo
2020-11-23
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
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
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 Probability Distribution and Location-aware ResNet Approach for QoS Prediction
Wenyan ZhangLing XuMeng YanZiliang WangChunlei Fu
2020-11-16
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
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
DeepI2I: Enabling Deep Hierarchical Image-to-Image Translation by Transferring from GANs
| Yaxing WangLu YuJoost Van de Weijer
2020-11-11
Invariant Deep Compressible Covariance Pooling for Aerial Scene Categorization
Shidong WangYi RenGerard ParrYu GuanLing Shao
2020-11-11
MP-ResNet: Multi-path Residual Network for the Semantic segmentation of High-Resolution PolSAR Images
Lei DingKai ZhengDong LinYuxing ChenBing LiuJiansheng LiLorenzo Bruzzone
2020-11-10
Dirichlet Pruning for Neural Network Compression
Kamil AdamczewskiMijung Park
2020-11-10
Towards Domain-Agnostic Contrastive Learning
Vikas VermaMinh-Thang LuongKenji KawaguchiHieu PhamQuoc V. Le
2020-11-09
Real-time object detection method based on improved YOLOv4-tiny
Zicong JiangLiquan ZhaoShuaiyang LiYanfei Jia
2020-11-09
On the role of planning in model-based deep reinforcement learning
Jessica B. HamrickAbram L. FriesenFeryal BehbahaniArthur GuezFabio ViolaSims WitherspoonThomas AnthonyLars BuesingPetar VeličkovićThéophane Weber
2020-11-08
The Value Equivalence Principle for Model-Based Reinforcement Learning
Christopher GrimmAndré BarretoSatinder SinghDavid Silver
2020-11-06
Channel Pruning via Multi-Criteria based on Weight Dependency
Yangchun YanRongzuo GuoChao LiKang YangYongjun Xu
2020-11-06
Deep Transfer Learning for Automated Diagnosis of Skin Lesions from Photographs
| Emma RocheteauDoyoon Kim
2020-11-06
NUAA-QMUL at SemEval-2020 Task 8: Utilizing BERT and DenseNet for Internet Meme Emotion Analysis
| XIAOYU GUOJing MaArkaitz Zubiaga
2020-11-05
Lightweight Model For The Prediction of COVID-19 Through The Detection And Segmentation of Lesions in Chest CT Scans
| Aram Ter-Sarkisov
2020-11-04
Graph Based Temporal Aggregation for Video Retrieval
Arvind SrinivasanAprameya BharadwajAveek SahaSubramanyam Natarajan
2020-11-04
Filter Pruning using Hierarchical Group Sparse Regularization for Deep Convolutional Neural Networks
Kakeru MitsunoTakio Kurita
2020-11-04
DR-Unet104 for Multimodal MRI brain tumor segmentation
| Jordan ColmanLei ZhangWenting DuanXujiong Ye
2020-11-04
Query Expansion System for the VoxCeleb Speaker Recognition Challenge 2020
Yu-Sen ChengChun-Liang ShihTien-Hong LoWen-Ting TsengBerlin Chen
2020-11-04
Learning Visual Representations for Transfer Learning by Suppressing Texture
Shlok MishraAnshul ShahAnkan BansalJonghyun ChoiAbhinav ShrivastavaAbhishek SharmaDavid Jacobs
2020-11-03
Dynamically Throttleable Neural Networks (TNN)
Hengyue LiuSamyak ParajuliJesse HostetlerSek ChaiBir Bhanu
2020-11-01
The xx205 System for the VoxCeleb Speaker Recognition Challenge 2020
Xu Xiang
2020-10-31
Greedy Optimization Provably Wins the Lottery: Logarithmic Number of Winning Tickets is Enough
| Mao YeLemeng WuQiang Liu
2020-10-29
Replay and Synthetic Speech Detection with Res2net Architecture
| Xu LiNa LiChao WengXunying LiuDan SuDong YuHelen Meng
2020-10-28
ByteCover: Cover Song Identification via Multi-Loss Training
Xingjian DuZhesong YuBilei ZhuXiaoou ChenZejun Ma
2020-10-27
Know Where To Drop Your Weights: Towards Faster Uncertainty Estimation
Akshatha KamathDwaraknath GnaneshwarMatias Valdenegro-Toro
2020-10-27
Speech SIMCLR: Combining Contrastive and Reconstruction Objective for Self-supervised Speech Representation Learning
| Dongwei JiangWubo LiMiao CaoRuixiong ZhangWei ZouKun HanXiangang Li
2020-10-27
Detection and Segmentation of Lesion Areas in Chest CT Scans For The Prediction of COVID-19
| Aram Ter-Sarkisov
2020-10-26
Reducing the Computational Cost of Deep Generative Models with Binary Neural Networks
Thomas BirdFriso H. KingmaDavid Barber
2020-10-26
Improved Actor Relation Graph based Group Activity Recognition
| Zijian KuangXinran Tie
2020-10-24
Stable ResNet
Soufiane HayouEugenio ClericoBobby HeGeorge DeligiannidisArnaud DoucetJudith Rousseau
2020-10-24
PEP: Parameter Ensembling by Perturbation
Alireza MehrtashPurang AbolmaesumiPolina GollandTina KapurDemian WassermannWilliam M. Wells III
2020-10-24
ResNet or DenseNet? Introducing Dense Shortcuts to ResNet
Chaoning ZhangPhilipp BenzDawit Mureja ArgawSeokju LeeJunsik KimFrancois RameauJean-Charles BazinIn So Kweon
2020-10-23
Quantum Superposition Spiking Neural Network
Yinqian SunYi ZengTielin Zhang
2020-10-23
Efficient Scale-Permuted Backbone with Learned Resource Distribution
Xianzhi DuTsung-Yi LinPengchong JinYin CuiMingxing TanQuoc LeXiaodan Song
2020-10-22
PHEW: Paths with higher edge-weights give "winning tickets" without training data
Shreyas Malakarjun PatilConstantine Dovrolis
2020-10-22
Micro CT Image-Assisted Cross Modality Super-Resolution of Clinical CT Images Utilizing Synthesized Training Dataset
Tong ZhengHirohisa ODAMasahiro OdaShota NAKAMURAMasaki MORIHirotsugu TAKABATAKEHiroshi NATORIKensaku MORI
2020-10-20
Tongji University Undergraduate Team for the VoxCeleb Speaker Recognition Challenge2020
Shufan ShenRan MiaoYi WangZhihua Wei
2020-10-20
Stronger, Faster and More Explainable: A Graph Convolutional Baseline for Skeleton-based Action Recognition
| Yi-Fan SongZhang ZhangCaifeng ShanLiang Wang
2020-10-20
Disguising Personal Identity Information in EEG Signals
| Shiya LiuYue YaoChaoyue XingTom Gedeon
2020-10-18
New Ideas and Trends in Deep Multimodal Content Understanding: A Review
Wei ChenWeiping WangLi LiuMichael S. Lew
2020-10-16
For self-supervised learning, Rationality implies generalization, provably
| Yamini BansalGal KaplunBoaz Barak
2020-10-16
Why Layer-Wise Learning is Hard to Scale-up and a Possible Solution via Accelerated Downsampling
Wenchi MaMiao YuKaidong LiGuanghui Wang
2020-10-15
COVID-CT-Mask-Net: Prediction of COVID-19 from CT Scans Using Regional Features
| Aram Ter-Sarkisov
2020-10-14
Viewmaker Networks: Learning Views for Unsupervised Representation Learning
| Alex TamkinMike WuNoah Goodman
2020-10-14
Self-Supervised Ranking for Representation Learning
Ali VarameshAli DibaTinne TuytelaarsLuc van Gool
2020-10-14
Automatic Quantification of Settlement Damage using Deep Learning of Satellite Images
Lili LuWeisi Guo
2020-10-12
Conditioning Trick for Training Stable GANs
Mohammad EsmaeilpourRaymel Alfonso SalloOlivier St-GeorgesPatrick CardinalAlessandro Lameiras Koerich
2020-10-12
TGA: Two-level Group Attention for Assembly State Detection
Hangfan LiuYongzhi SuJason RambachAlain Pagani
2020-10-12
SMYRF: Efficient Attention using Asymmetric Clustering
| Giannis DarasNikita KitaevAugustus OdenaAlexandros G. Dimakis
2020-10-11
Adaptive Aggregation Networks for Class-Incremental Learning
| Yaoyao LiuBernt SchieleQianru Sun
2020-10-10
Attaining Real-Time Super-Resolution for Microscopic Images Using GAN
| Vibhu BhatiaYatender Kumar
2020-10-09
Explaining Clinical Decision Support Systems in Medical Imaging using Cycle-Consistent Activation Maximization
Alexander KatzmannOliver TaubmannStephen AhmadAlexander MühlbergMichael SühlingHorst-Michael Groß
2020-10-09
IRX-1D: A Simple Deep Learning Architecture for Remote Sensing Classifications
Mahesh PalAkshayB. Charan Teja
2020-10-08
Where Are the Facts? Searching for Fact-checked Information to Alleviate the Spread of Fake News
| Nguyen VoKyumin Lee
2020-10-07
MH-COVIDNet: Diagnosis of COVID-19 using Deep Neural Networks and Meta-heuristic-based Feature Selection on X-ray Images
| Murat CANAYAZ
2020-10-06
Rotate to Attend: Convolutional Triplet Attention Module
| Diganta MisraTrikay NalamadaAjay Uppili ArasanipalaiQibin Hou
2020-10-06
A Data Set and a Convolutional Model for Iconography Classification in Paintings
| Federico MilaniPiero Fraternali
2020-10-06
Joint Pruning & Quantization for Extremely Sparse Neural Networks
Po-Hsiang YuSih-Sian WuJan P. KloppLiang-Gee ChenShao-Yi Chien
2020-10-05
LEGAN: Disentangled Manipulation of Directional Lighting and Facial Expressions by Leveraging Human Perceptual Judgements
Sandipan BanerjeeAjjen JoshiPrashant MahajanSneha BhattacharyaSurvi KyalTaniya Mishra
2020-10-04
UCP: Uniform Channel Pruning for Deep Convolutional Neural Networks Compression and Acceleration
Jingfei ChangYang LuPing XueXing WeiZhen Wei
2020-10-03
Dynamic Graph: Learning Instance-aware Connectivity for Neural Networks
Kun YuanQuanquan LiDapeng ChenAojun ZhouJunjie Yan
2020-10-02
Understanding Self-supervised Learning with Dual Deep Networks
| Yuandong TianLantao YuXinlei ChenSurya Ganguli
2020-10-01
Automatic Deep Learning System for COVID-19 Infection Quantification in chest CT
Omar Ibrahim Alirr
2020-10-01
Pix2Prof: fast extraction of sequential information from galaxy imagery via a deep natural language 'captioning' model
| Michael J. SmithNikhil AroraConnor StoneStéphane CourteauJames E. Geach
2020-10-01
A deep learning framework for Text-independent Writer Identification
| Malihe JavidiMahdi Jampour
2020-10-01
Dissected 3D CNNs: Temporal Skip Connections for Efficient Online Video Processing
| Okan KöpüklüStefan HörmannFabian HerzogHakan CevikalpGerhard Rigoll
2020-09-30
TinyGAN: Distilling BigGAN for Conditional Image Generation
| Ting-Yun ChangChi-Jen Lu
2020-09-29
Self-grouping Convolutional Neural Networks
| Qingbei GuoXiao-Jun WuJosef KittlerZhiquan Feng
2020-09-29
A Multi-term and Multi-task Analyzing Framework for Affective Analysis in-the-wild
Sachihiro YouokuYuushi ToyodaTakahisa YamamotoJunya SaitoRyosuke KawamuraXiaoyu MiKentaro Murase
2020-09-29
G-SimCLR: Self-Supervised Contrastive Learning with Guided Projection via Pseudo Labelling
| Souradip ChakrabortyAritra Roy GosthipatySayak Paul
2020-09-28
Group Whitening: Balancing Learning Efficiency and Representational Capacity
| Lei HuangYi ZhouLi LiuFan ZhuLing Shao
2020-09-28
Adversarial Robustness of Stabilized NeuralODEs Might be from Obfuscated Gradients
Yifei HuangYaodong YuHongyang ZhangYi MaYuan YAO
2020-09-28
G-SimCLR : Self-Supervised Contrastive Learning with Guided Projection via Pseudo Labelling
| Souradip ChakrabortyAritra Roy GosthipatySayak Paul
2020-09-25
Residual Feature Distillation Network for Lightweight Image Super-Resolution
| Jie LiuJie TangGangshan Wu
2020-09-24
Automatic identification of fossils and abiotic grains during carbonate microfacies analysis using deep convolutional neural networks
Xiaokang LiuHaijun Song
2020-09-24
Pruning Convolutional Filters using Batch Bridgeout
Najeeb KhanIan Stavness
2020-09-23
End-to-End Prediction of Parcel Delivery Time with Deep Learning for Smart-City Applications
Arthur Cruz de AraujoAli Etemad
2020-09-23
Anomalous diffusion dynamics of learning in deep neural networks
| Guozhang ChenCheng Kevin QuPulin Gong
2020-09-22
Contrastive Clustering
| Yunfan LiPeng HuZitao LiuDezhong PengJoey Tianyi ZhouXi Peng
2020-09-21
Kernel-Based Smoothness Analysis of Residual Networks
Tom TirerJoan BrunaRaja Giryes
2020-09-21
Impact of lung segmentation on the diagnosis and explanation of COVID-19 in chest X-ray images
Lucas O. TeixeiraRodolfo M. PereiraDiego BertoliniLuiz S. OliveiraLoris NanniGeorge D. C. CavalcantiYandre M. G. Costa
2020-09-21
A deep learning-based approach for the automated surface inspection of copper clad laminate images
Xiaoqing ZhengJie ChenHongcheng WangSong ZhengYaguang Kong
2020-09-19
Densely Guided Knowledge Distillation using Multiple Teacher Assistants
Wonchul SonJaemin NaWonjun Hwang
2020-09-18
Residual Spatial Attention Network for Retinal Vessel Segmentation
| Changlu GuoMárton SzemenyeiYugen YiWei ZhouHaodong Bian
2020-09-18
Distributional Generalization: A New Kind of Generalization
| Preetum NakkiranYamini Bansal
2020-09-17
AAG: Self-Supervised Representation Learning by Auxiliary Augmentation with GNT-Xent Loss
Yanlun TuJianxing FengYang Yang
2020-09-17
ResNet-like Architecture with Low Hardware Requirements
Elena LimonovaDaniil AlfonsoDmitry NikolaevVladimir V. Arlazarov
2020-09-15
Learning Functors using Gradient Descent
Bruno Gavranović
2020-09-15
Data Augmentation and Clustering for Vehicle Make/Model Classification
Mohamed NafziMichael BrauckmannTobias Glasmachers
2020-09-14
Pairwise-GAN: Pose-based View Synthesis through Pair-Wise Training
Xuyang ShenJo PlestedYue YaoTom Gedeon
2020-09-13
SoFAr: Shortcut-based Fractal Architectures for Binary Convolutional Neural Networks
Zhu BaozhouPeter HofsteeJinho LeeZaid Al-Ars
2020-09-11
Enabling Image Recognition on Constrained Devices Using Neural Network Pruning and a CycleGAN
August LidfeltDaniel IsakssonLudwig HedlundSimon ÅbergMarkus BorgErik Larsson
2020-09-11
Optimizing Convolutional Neural Network Architecture via Information Field
Yuke WangBoyuan FengXueqiao PengYufei Ding
2020-09-11
Inverse mapping of face GANs
| Nicky BayatVahid Reza KhazaieYalda Mohsenzadeh
2020-09-11
Unsupervised Domain Adaptation via CycleGAN for White Matter Hyperintensity Segmentation in Multicenter MR Images
Julian Alberto PalladinoDiego Fernandez SlezakEnzo Ferrante
2020-09-10
Comprehensive Comparison of Deep Learning Models for Lung and COVID-19 Lesion Segmentation in CT scans
| Paschalis BizopoulosNicholas VretosPetros Daras
2020-09-10
Is Each Layer Non-trivial in CNN?
Wei WangYanjie ZhuZhuoxu CuiDong Liang
2020-09-09
not-so-BigGAN: Generating High-Fidelity Images on Small Compute with Wavelet-based Super-Resolution
Seungwook HanAkash SrivastavaCole HurwitzPrasanna SattigeriDavid D. Cox
2020-09-09
Deep Cyclic Generative Adversarial Residual Convolutional Networks for Real Image Super-Resolution
| Rao Muhammad UmerChristian Micheloni
2020-09-07
Looking for change? Roll the Dice and demand Attention
| Foivos I. DiakogiannisFrançois WaldnerPeter Caccetta
2020-09-04
A Practical Layer-Parallel Training Algorithm for Residual Networks
Qi SunHexin DongZewei ChenWeizhen DianJiacheng SunYitong SunZhenguo LiBin Dong
2020-09-03
Transform Quantization for CNN Compression
Sean I. YoungWang ZheDavid TaubmanBernd Girod
2020-09-02
Neural Crossbreed: Neural Based Image Metamorphosis
| Sanghun ParkKwanggyoon SeoJunyong Noh
2020-09-02
Speaker Representation Learning using Global Context Guided Channel and Time-Frequency Transformations
Wei XiaJohn H. L. Hansen
2020-09-02
WaveGrad: Estimating Gradients for Waveform Generation
| Nanxin ChenYu ZhangHeiga ZenRon J. WeissMohammad NorouziWilliam Chan
2020-09-02
RangeRCNN: Towards Fast and Accurate 3D Object Detection with Range Image Representation
Zhidong LiangMing ZhangZehan ZhangXian ZhaoShiLiang Pu
2020-09-01
Langevin Cooling for Domain Translation
| Vignesh SrinivasanKlaus-Robert MüllerWojciech SamekShinichi Nakajima
2020-08-31
A Framework For Contrastive Self-Supervised Learning And Designing A New Approach
| William FalconKyunghyun Cho
2020-08-31
AKHCRNet: Bengali Handwritten Character Recognition Using Deep Learning
| Akash Roy
2020-08-29
Predicting Training Time Without Training
Luca ZancatoAlessandro AchilleAvinash RavichandranRahul BhotikaStefano Soatto
2020-08-28
On estimating gaze by self-attention augmented convolutions
Gabriel LefundesLuciano Oliveira
2020-08-25
TORNADO-Net: mulTiview tOtal vaRiatioN semAntic segmentation with Diamond inceptiOn module
Martin GerdzhevRyan RazaniEhsan TaghaviBingbing Liu
2020-08-24
"Name that manufacturer". Relating image acquisition bias with task complexity when training deep learning models: experiments on head CT
Giorgio Pietro BiondettiRomane GauriauChristopher P. BridgeCharles LuKatherine P. Andriole
2020-08-19
Slide-free MUSE Microscopy to H&E Histology Modality Conversion via Unpaired Image-to-Image Translation GAN Models
Tanishq AbrahamAndrew ShawDaniel O'ConnorAustin ToddRichard Levenson
2020-08-19
Multilanguage Number Plate Detection using Convolutional Neural Networks
Jatin GuptaVandana SainiKamaldeep Garg
2020-08-18
CinC-GAN for Effective F0 prediction for Whisper-to-Normal Speech Conversion
| Maitreya PatelMirali PurohitJui ShahHemant A. Patil
2020-08-18
DeepGIN: Deep Generative Inpainting Network for Extreme Image Inpainting
| Chu-Tak LiWan-Chi SiuZhi-Song LiuLi-Wen WangDaniel Pak-Kong Lun
2020-08-17
FOOD: Fast Out-Of-Distribution Detector
| Guy AmitMoshe LevyIshai RosenbergAsaf ShabtaiYuval Elovici
2020-08-16
Model Patching: Closing the Subgroup Performance Gap with Data Augmentation
| Karan GoelAlbert GuYixuan LiChristopher Ré
2020-08-15
Powers of layers for image-to-image translation
Hugo TouvronMatthijs DouzeMatthieu CordHervé Jégou
2020-08-13
AdaIN-Switchable CycleGAN for Efficient Unsupervised Low-Dose CT Denoising
Jawook GuJong Chul Ye
2020-08-13
Facial Expression Recognition Under Partial Occlusion from Virtual Reality Headsets based on Transfer Learning
Bita HoushmandNaimul Khan
2020-08-12
Spectrum and Prosody Conversion for Cross-lingual Voice Conversion with CycleGAN
Zongyang DuKun ZhouBerrak SismanHaizhou Li
2020-08-11
Deep Learning-based Human Detection for UAVs with Optical and Infrared Cameras: System and Experiments
Timo HinzmannTobias StegemannCesar CadenaRoland Siegwart
2020-08-10
Do ideas have shape? Plato's theory of forms as the continuous limit of artificial neural networks
| Houman Owhadi
2020-08-10
Unsupervised Feature Learning by Cross-Level Instance-Group Discrimination
Xudong WangZiwei LiuStella X. Yu
2020-08-09
Spatiotemporal Contrastive Video Representation Learning
| Rui QianTianjian MengBoqing GongMing-Hsuan YangHuisheng WangSerge BelongieYin Cui
2020-08-09
DIET-SNN: Direct Input Encoding With Leakage and Threshold Optimization in Deep Spiking Neural Networks
Nitin RathiKaushik Roy
2020-08-09
Unravelling Small Sample Size Problems in the Deep Learning World
Rohit KeshariSoumyadeep GhoshSaheb ChhabraMayank VatsaRicha Singh
2020-08-08
Towards Lossless Binary Convolutional Neural Networks Using Piecewise Approximation
Baozhou ZhuZaid Al-ArsWei Pan
2020-08-08
Exploring the parameter reusability of CNN
Wei WangLin ChengYanjie ZhuDong Liang
2020-08-08
Continuous-in-Depth Neural Networks
| Alejandro F. QueirugaN. Benjamin ErichsonDane TaylorMichael W. Mahoney
2020-08-05
Two-Stage Deep Learning for Accelerated 3D Time-of-Flight MRA without Matched Training Data
Hyungjin ChungEunju ChaLeonard SunwooJong Chul Ye
2020-08-04
Physics-Informed Deep Neural Networks for Transient Electromagnetic Analysis
| Oameed NoakoasteenShu WangZhen PengChristos Christodoulou
2020-08-04
ResNet50_on_Cifar_100_Without_Transfer_Learning
| Batuhan Bayraktar
2020-08-03
Project to Adapt: Domain Adaptation for Depth Completion from Noisy and Sparse Sensor Data
Adrian Lopez-RodriguezBenjamin BusamKrystian Mikolajczyk
2020-08-03
Making Coherence Out of Nothing At All: Measuring the Evolution of Gradient Alignment
Satrajit ChatterjeePiotr Zielinski
2020-08-03
Mining Inter-Video Proposal Relations for Video Object Detection
Mingfei HanYali WangXiaojun ChangYu Qiao
2020-08-01
Stochastic Fine-grained Labeling of Multi-state Sign Glosses for Continuous Sign Language Recognition
| Zhe NiuBrian Mak
2020-08-01
A Novel Global Spatial Attention Mechanism in Convolutional Neural Network for Medical Image Classification
Linchuan XuJun HuangAtsushi NitandaRyo AsaokaKenji Yamanishi
2020-07-31
Instance Selection for GANs
| Terrance DeVriesMichal DrozdzalGraham W. Taylor
2020-07-30
Generative Classifiers as a Basis for Trustworthy Image Classification
| Radek MackowiakLynton ArdizzoneUllrich KötheCarsten Rother
2020-07-29
Receptive-Field Regularized CNNs for Music Classification and Tagging
| Khaled KoutiniHamid Eghbal-zadehVerena HaunschmidPaul PrimusShreyan ChowdhuryGerhard Widmer
2020-07-27
Self-Attentive Multi-Layer Aggregation with Feature Recalibration and Normalization for End-to-End Speaker Verification System
Soonshin SeoJi-Hwan Kim
2020-07-27
Right for the Right Reason: Making Image Classification Robust
Anna NguyenAdrian OberföllMichael Färber
2020-07-23
Interpolating GANs to Scaffold Autotelic Creativity
Ziv EpsteinOcéane BoulaisSkylar GordonMatt Groh
2020-07-21
The Effects of Approximate Multiplication on Convolutional Neural Networks
Min Soo KimAlberto A. Del BarrioHyunJin KimNader Bagherzadeh
2020-07-20
Detection, Attribution and Localization of GAN Generated Images
Michael GoebelLakshmanan NatarajTejaswi NanjundaswamyTajuddin Manhar MohammedShivkumar ChandrasekaranB. S. Manjunath
2020-07-20
Progressive Multi-Scale Residual Network for Single Image Super-Resolution
Yuqing LiuXinfeng ZhangShanshe WangSiwei MaWen Gao
2020-07-19
Generative Pretraining from Pixels
| Mark ChenAlec RadfordRewon ChildJeff WuHeewoo JunPrafulla DhariwalDavid LuanIlya Sutskever
2020-07-17
Finding Non-Uniform Quantization Schemes using Multi-Task Gaussian Processes
| Marcelo Gennari do NascimentoTheo W. CostainVictor Adrian Prisacariu
2020-07-15
MTS-CycleGAN: An Adversarial-based Deep Mapping Learning Network for Multivariate Time Series Domain Adaptation Applied to the Ironmaking Industry
Cedric SchockaertHenri Hoyez
2020-07-15
Add a SideNet to your MainNet
Adrien Morisot
2020-07-14
Implicit Euler ODE Networks for Single-Image Dehazing
Jiawei ShenZhuoyan LiLei YuGui-Song XiaWen Yang
2020-07-13
Locality Guided Neural Networks for Explainable Artificial Intelligence
Randy TanNaimul KhanLing Guan
2020-07-12
Investigation of Sentiment Controllable Chatbot
Hung-Yi LeeCheng-Hao HoChien-Fu LinChiung-Chih ChangChih-Wei LeeYau-Shian WangTsung-Yuan HsuKuan-Yu Chen
2020-07-11
Bayesian Multi Scale Neural Network for Crowd Counting
| Abhinav Sagar
2020-07-11
WormPose: Image synthesis and convolutional networks for pose estimation in C. elegans
| Laetitia HebertTosif AhamedAntonio C CostaLiam O'ShaughnessyGreg J. Stephens
2020-07-10
Generating Adversarial Inputs Using A Black-box Differential Technique
João Batista Pereira Matos JuúniorLucas Carvalho CordeiroMarcelo d'AmorimXiaowei Huang
2020-07-10
Blockchain-Federated-Learning and Deep Learning Models for COVID-19 detection using CT Imaging
| Rajesh KumarAbdullah Aman KhanSinmin ZhangJay KumarTing YangNoorbakhash Amiri GolalirzZakriaIkram AliSidra ShafiqWenyong Wang
2020-07-10
Robust Re-Identification by Multiple Views Knowledge Distillation
| Angelo PorrelloLuca BergaminiSimone Calderara
2020-07-08
Deep Ensemble Analysis for Imaging X-ray Polarimetry
A. L. PeirsonR. W. RomaniH. L. MarshallJ. F. SteinerL. Baldini
2020-07-08
Journey Towards Tiny Perceptual Super-Resolution
Royson LeeŁukasz DudziakMohamed AbdelfattahStylianos I. VenierisHyeji KimHongkai WenNicholas D. Lane
2020-07-08
Towards an Understanding of Residual Networks Using Neural Tangent Hierarchy (NTH)
Yuqing LiTao LuoNung Kwan Yip
2020-07-07
The LoCA Regret: A Consistent Metric to Evaluate Model-Based Behavior in Reinforcement Learning
| Harm van SeijenHadi NekoeiEvan RacahSarath Chandar
2020-07-07
Rethinking Bottleneck Structure for Efficient Mobile Network Design
| Zhou DaquanQibin HouYunpeng ChenJiashi FengShuicheng Yan
2020-07-05
HoughNet: Integrating near and long-range evidence for bottom-up object detection
| Nermin SametSamet HicsonmezEmre Akbas
2020-07-05
Learning to Prune in Training via Dynamic Channel Propagation
| Shibo ShenRongpeng LiZhifeng ZhaoHonggang ZhangYugeng Zhou
2020-07-03
Cloud removal in Sentinel-2 imagery using a deep residual neural network and SAR-optical data fusion
| Andrea MeranerPatrick EbelXiao Xiang ZhuMichael Schmitt
2020-07-02
Multimodal Transformer for Multimodal Machine Translation
| Shaowei YaoXiaojun Wan
2020-07-01
Deep Isometric Learning for Visual Recognition
| Haozhi QiChong YouXiaolong WangYi MaJitendra Malik
2020-06-30
Improving robustness against common corruptions by covariate shift adaptation
| Steffen SchneiderEvgenia RusakLuisa EckOliver BringmannWieland BrendelMatthias Bethge
2020-06-30
Semantic Segmentation With Multi Scale Spatial Attention For Self Driving Cars
| Abhinav SagarRajKumar Soundrapandiyan
2020-06-30
A Chain Graph Interpretation of Real-World Neural Networks
| Yuesong ShenDaniel Cremers
2020-06-30
Training highly effective connectivities within neural networks with randomly initialized, fixed weights
| Cristian IvanRazvan Florian
2020-06-30
Causal Explanations of Image Misclassifications
Yan MinMiles Bennett
2020-06-28
Alpha-Net: Architecture, Models, and Applications
Jishan ShaikhAdya SharmaAnkit ChouhanAvinash Mahawar
2020-06-27
Pushing the Limit of Unsupervised Learning for Ultrasound Image Artifact Removal
Shujaat KhanJaeyoung HuhJong Chul Ye
2020-06-26
Parametric Instance Classification for Unsupervised Visual Feature Learning
Yue CaoZhenda XieBin LiuYutong LinZheng ZhangHan Hu
2020-06-25
On the Difficulty of Designing Processor Arrays for Deep Neural Networks
| Kevin StehleGünther SchindlerHolger Fröning
2020-06-24
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
NeuralScale: Efficient Scaling of Neurons for Resource-Constrained Deep Neural Networks
| Eugene LeeChen-Yi Lee
2020-06-23
Efficient Integer-Arithmetic-Only Convolutional Neural Networks
Hengrui ZhaoDong LiuHouqiang Li
2020-06-21
iSeeBetter: Spatio-Temporal Video Super Resolution using Recurrent-Generative Back-Projection Networks
| Aman ChadhaJohn BrittoM. Mani Roja
2020-06-21
Towards Understanding Label Smoothing
Yi XuYuanhong XuQi QianHao LiRong Jin
2020-06-20
Pyramidal Convolution: Rethinking Convolutional Neural Networks for Visual Recognition
| Ionut Cosmin DutaLi LiuFan ZhuLing Shao
2020-06-20
Paying more attention to snapshots of Iterative Pruning: Improving Model Compression via Ensemble Distillation
| Duong H. LeTrung-Nhan VoNam Thoai
2020-06-20
On the Almost Sure Convergence of Stochastic Gradient Descent in Non-Convex Problems
Panayotis MertikopoulosNadav HallakAli KavisVolkan Cevher
2020-06-19
Differentiable Augmentation for Data-Efficient GAN Training
| Shengyu ZhaoZhijian LiuJi LinJun-Yan ZhuSong Han
2020-06-18
Big Self-Supervised Models are Strong Semi-Supervised Learners
| Ting ChenSimon KornblithKevin SwerskyMohammad NorouziGeoffrey Hinton
2020-06-17
Are you wearing a mask? Improving mask detection from speech using augmentation by cycle-consistent GANs
Nicolae-Cătălin RisteaRadu Tudor Ionescu
2020-06-17
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments
| Mathilde CaronIshan MisraJulien MairalPriya GoyalPiotr BojanowskiArmand Joulin
2020-06-17
Directional Pruning of Deep Neural Networks
| Shih-Kang ChaoZhanyu WangYue XingGuang Cheng
2020-06-16
A Study of Compositional Generalization in Neural Models
Tim KlingerDhaval AdjodahVincent MaroisJosh JosephMatthew RiemerAlex 'Sandy' PentlandMurray Campbell
2020-06-16
Gradient Amplification: An efficient way to train deep neural networks
Sunitha BasodiChunyan JiHaiping ZhangYi Pan
2020-06-16
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
The shape and simplicity biases of adversarially robust ImageNet-trained CNNs
Peijie ChenChirag AgarwalAnh Nguyen
2020-06-16
A study of the effect of the illumination model on the generation of synthetic training datasets
Xin ZhangNing JiaIoannis Ivrissimtzis
2020-06-15
Entropic gradient descent algorithms and wide flat minima
Fabrizio PittorinoCarlo LucibelloChristoph FeinauerGabriele PeruginiCarlo BaldassiElizaveta DemyanenkoRiccardo Zecchina
2020-06-14
Split-Merge Pooling
Omid Hosseini JafariCarsten Rother
2020-06-13
Bootstrap your own latent: A new approach to self-supervised Learning
| Jean-bastien GrillFlorian StrubFlorent AltchéCorentin TallecPierre H. RichemondElena BuchatskayaCarl DoerschBernardo Avila PiresZhaohan Daniel GuoMohammad Gheshlaghi AzarBilal PiotKoray KavukcuogluRémi MunosMichal Valko
2020-06-13
v2e: From Video Frames to Realistic DVS Events
| Yuhuang HuShih-Chii LiuTobi Delbruck
2020-06-13
Continuous Control for Searching and Planning with a Learned Model
Xuxi YangWerner DuvaudPeng Wei
2020-06-12
Privacy-Aware Activity Classification from First Person Office Videos
Partho GhoshMd. Abrar IstiakNayeeb RashidAhsan Habib AkashRidwan AbrarAnkan Ghosh DastiderAsif Shahriyar SushmitTaufiq Hasan
2020-06-11
Scoring and Assessment in Medical VR Training Simulators with Dynamic Time Series Classification
Neil VaughanBogdan Gabrys
2020-06-11
Rethinking Pre-training and Self-training
| Barret ZophGolnaz GhiasiTsung-Yi LinYin CuiHanxiao LiuEkin D. CubukQuoc V. Le
2020-06-11
Training Generative Adversarial Networks with Limited Data
| Tero KarrasMiika AittalaJanne HellstenSamuli LaineJaakko LehtinenTimo Aila
2020-06-11
Applying Deep-Learning-Based Computer Vision to Wireless Communications: Methodologies, Opportunities, and Challenges
Yu TianGaofeng PanMohamed-Slim Alouini
2020-06-10
Interpolation between Residual and Non-Residual Networks
| Zonghan YangYang LiuChenglong BaoZuoqiang Shi
2020-06-10
Extrapolation for Large-batch Training in Deep Learning
Tao LinLingjing KongSebastian U. StichMartin Jaggi
2020-06-10
Bombus Species Image Classification
Venkat MargapuriGeorge LavezziRobert StewartDan Wagner
2020-06-09
Can Synthetic Data Improve Object Detection Results for Remote Sensing Images?
Weixing LiuJun LiuBin Luo
2020-06-09
On Data Augmentation for GAN Training
| Ngoc-Trung TranViet-Hung TranNgoc-Bao NguyenTrung-Kien NguyenNgai-Man Cheung
2020-06-09
Passive Batch Injection Training Technique: Boosting Network Performance by Injecting Mini-Batches from a different Data Distribution
Pravendra SinghPratik MazumderVinay P. Namboodiri
2020-06-08
A Framework for Neural Network Pruning Using Gibbs Distributions
| Alex LabachShahrokh Valaee
2020-06-08
Learning disconnected manifolds: a no GANs land
Ugo TanielianThibaut IssenhuthElvis DohmatobJeremie Mary
2020-06-08
Big GANs Are Watching You: Towards Unsupervised Object Segmentation with Off-the-Shelf Generative Models
| Andrey VoynovStanislav MorozovArtem Babenko
2020-06-08
Realistic text replacement with non-uniform style conditioning
Arseny NerinovskyIgor BuzhinskyAndey Filchencov
2020-06-07
EDropout: Energy-Based Dropout and Pruning of Deep Neural Networks
| Hojjat SalehinejadShahrokh Valaee
2020-06-07
A Robust Attentional Framework for License Plate Recognition in the Wild
Linjiang ZhangPeng WangHui LiZhen LiChunhua ShenYanning Zhang
2020-06-06
Acoustic Anomaly Detection for Machine Sounds based on Image Transfer Learning
Robert MüllerFabian RitzSteffen IlliumClaudia Linnhoff-Popien
2020-06-05
Visual Transformers: Token-based Image Representation and Processing for Computer Vision
| Bichen WuChenfeng XuXiaoliang DaiAlvin WanPeizhao ZhangZhicheng YanMasayoshi TomizukaJoseph GonzalezKurt KeutzerPeter Vajda
2020-06-05
Segmentation of Surgical Instruments for Minimally-Invasive Robot-Assisted Procedures Using Generative Deep Neural Networks
Iñigo Azqueta-GavaldonFlorian FröhlichKlaus StroblRudolph Triebel
2020-06-05
Dilated Convolutions with Lateral Inhibitions for Semantic Image Segmentation
Yujiang WangMingzhi DongJie ShenYiming LinMaja Pantic
2020-06-05
AutoHAS: Efficient Hyperparameter and Architecture Search
Xuanyi DongMingxing TanAdams Wei YuDaiyi PengBogdan GabrysQuoc V. Le
2020-06-05
Adaptive Checkpoint Adjoint Method for Gradient Estimation in Neural ODE
| Juntang ZhuangNicha DvornekXiaoxiao LiSekhar TatikondaXenophon PapademetrisJames Duncan
2020-06-03
Interpretation of ResNet by Visualization of Preferred Stimulus in Receptive Fields
Genta KobayashiHayaru Shouno
2020-06-02
Residual Squeeze-and-Excitation Network for Fast Image Deraining
| Jun FuJianfeng XuKazuyuki TasakaZhibo Chen
2020-06-01
BWCNN: Blink to Word, a Real-Time Convolutional Neural Network Approach
Albara Ah RamliRex LiuRahul KrishnamoorthyVishal I BXiaoxiao WangIlias TagkopoulosXin Liu
2020-06-01
How Does Noise Help Robustness? Explanation and Exploration under the Neural SDE Framework
Xuanqing Liu Tesi Xiao Si Si Qin Cao Sanjiv Kumar Cho-Jui Hsieh
2020-06-01
Distilling Image Dehazing With Heterogeneous Task Imitation
Ming Hong Yuan Xie Cuihua Li Yanyun Qu
2020-06-01
Low-Rank Co