3D Convolution

A 3D Convolution is a type of convolution where the kernel slides in 3 dimensions as opposed to 2 dimensions with 2D convolutions. One example use case is medical imaging where a model is constructed using 3D image slices. Additionally video based data has an additional temporal dimension over images making it suitable for this module.

Image: Lung nodule detection based on 3D convolutional neural networks, Fan et al

Latest Papers

PAPER DATE
Convolutional-LSTM for Multi-Image to Single Output Medical Prediction
Luis LealMarvin CastilloFernando JuarezErick RamirezMildred AspuacDiana Letona
2020-10-20
SelfVoxeLO: Self-supervised LiDAR Odometry with Voxel-based Deep Neural Networks
Yan XuZhaoyang HuangKwan-Yee LinXinge ZhuJianping ShiHujun BaoGuofeng ZhangHongsheng Li
2020-10-19
KiU-Net: Overcomplete Convolutional Architectures for Biomedical Image and Volumetric Segmentation
| Jeya Maria Jose ValanarasuVishwanath A. SindagiIlker HacihalilogluVishal M. Patel
2020-10-04
F3RNet: Full-Resolution Residual Registration Network for Multimodal Image Registration
Zhe XuJie LuoJiangpeng YanXiu LiJagadeesan Jayender
2020-09-15
Unsupervised Hyperspectral Mixed Noise Removal Via Spatial-Spectral Constrained Deep Image Prior
Yi-Si LuoXi-Le ZhaoTai-Xiang JiangYu-Bang ZhengYi Chang
2020-08-22
Not 3D Re-ID: a Simple Single Stream 2D Convolution for Robust Video Re-identification
Toby P. BreckonAishah Alsehaim
2020-08-14
Late Temporal Modeling in 3D CNN Architectures with BERT for Action Recognition
| M. Esat KalfaogluSinan KalkanA. Aydin Alatan
2020-08-03
Residual Frames with Efficient Pseudo-3D CNN for Human Action Recognition
Jiawei ChenJenson HsiaoChiu Man Ho
2020-08-03
Virtual Multi-view Fusion for 3D Semantic Segmentation
Abhijit KunduXiaoqi YinAlireza FathiDavid RossBrian BrewingtonThomas FunkhouserCaroline Pantofaru
2020-07-26
Video-ception Network: Towards Multi-Scale Efficient Asymmetric Spatial-Temporal Interactions
Yuan TianGuangzhao ZhaiZhiyong Gao
2020-07-22
Appearance-Preserving 3D Convolution for Video-based Person Re-identification
| Xinqian GuHong ChangBingpeng MaHongkai ZhangXilin Chen
2020-07-16
Explainable 3D Convolutional Neural Networks by Learning Temporal Transformations
Gabriëlle RasLuca AmbrogioniPim HaselagerMarcel A. J. van GervenUmut Güçlü
2020-06-29
Frequency Domain Compact 3D Convolutional Neural Networks
Hanting Chen Yunhe Wang Han Shu Yehui Tang Chunjing Xu Boxin Shi Chao Xu Qi Tian Chang Xu
2020-06-01
Deformable 3D Convolution for Video Super-Resolution
| Xinyi YingLongguang WangYingqian WangWeidong ShengWei AnYulan Guo
2020-04-06
Anisotropic Convolutional Networks for 3D Semantic Scene Completion
Jie LiKai HanPeng WangYu LiuXia Yuan
2020-04-05
FADNet: A Fast and Accurate Network for Disparity Estimation
| Qiang WangShaohuai ShiShizhen ZhengKaiyong ZhaoXiaowen Chu
2020-03-24
Deep Line Art Video Colorization with a Few References
Min ShiJia-Qi ZhangShu-Yu ChenLin GaoYu-Kun LaiFang-Lue Zhang
2020-03-24
Fusion-Aware Point Convolution for Online Semantic 3D Scene Segmentation
| Jiazhao ZhangChenyang ZhuLintao ZhengKai Xu
2020-03-13
3D Quasi-Recurrent Neural Network for Hyperspectral Image Denoising
| Kaixuan WeiYing FuHua Huang
2020-03-10
Transformation-based Adversarial Video Prediction on Large-Scale Data
Pauline LucAidan ClarkSander DielemanDiego de Las CasasYotam DoronAlbin CassirerKaren Simonyan
2020-03-09
Spatial-Spectral Residual Network for Hyperspectral Image Super-Resolution
Qi WangQiang LiXuelong Li
2020-01-14
Temporal Factorization of 3D Convolutional Kernels
Gabriëlle RasLuca AmbrogioniUmut GüçlüMarcel A. J. van Gerven
2019-12-09
Context R-CNN: Long Term Temporal Context for Per-Camera Object Detection
| Sara BeeryGuanhang WuVivek RathodRonny VotelJonathan Huang
2019-12-07
AdvPC: Transferable Adversarial Perturbations on 3D Point Clouds
| Abdullah HamdiSara RojasAli ThabetBernard Ghanem
2019-12-01
Convolutional Neural Network for Convective Storm Nowcasting Using 3D Doppler Weather Radar Data
Lei HanJuanzhen SunWei Zhang
2019-11-14
Random 2.5D U-net for Fully 3D Segmentation
Christoph AngermannMarkus Haltmeier
2019-10-23
A Deep Learning System That Generates Quantitative CT Reports for Diagnosing Pulmonary Tuberculosis
Wei WuXukun LiPeng DuGuanjing LangMin XuKaijin XuLanjuan Li
2019-10-05
A Three-dimensional Convolutional-Recurrent Network for Convective Storm Nowcasting
Wei ZhangWei LiLei Han
2019-10-01
Progressive Fusion Video Super-Resolution Network via Exploiting Non-Local Spatio-Temporal Correlations
| Peng Yi Zhongyuan Wang Kui Jiang Junjun Jiang Jiayi Ma
2019-10-01
Spatio-Temporal FAST 3D Convolutions for Human Action Recognition
Alexandros StergiouRonald Poppe
2019-09-30
Class Feature Pyramids for Video Explanation
| Alexandros StergiouGeorgios KapidisGrigorios KalliatakisChristos ChrysoulasRonald PoppeRemco Veltkamp
2019-09-18
Efficient 3D Fully Convolutional Networks for Pulmonary Lobe Segmentation in CT Images
Hoileong LeeTahreema MatinFergus GleesonVicente Grau
2019-09-16
Exploring Temporal Differences in 3D Convolutional Neural Networks
Gagan KanojiaSudhakar KumawatShanmuganathan Raman
2019-09-07
Class-balanced Grouping and Sampling for Point Cloud 3D Object Detection
| Benjin ZhuZhengkai JiangXiangxin ZhouZeming LiGang Yu
2019-08-26
Blended Convolution and Synthesis for Efficient Discrimination of 3D Shapes
Sameera RamasingheSalman KhanNick BarnesStephen Gould
2019-08-24
D-UNet: a dimension-fusion U shape network for chronic stroke lesion segmentation
| Yongjin ZhouWeijian HuangPei DongYong XiaShanshan Wang
2019-08-14
Enhanced 3D convolutional networks for crowd counting
Zhikang ZouHuiliang ShaoXiaoye QuWei WeiPan Zhou
2019-08-12
I3D-LSTM: A New Model for Human Action Recognition
Xianyuan WangZhenjiang MiaoRuyi ZhangShanshan Hao
2019-08-09
Adversarial Video Generation on Complex Datasets
Aidan ClarkJeff DonahueKaren Simonyan
2019-07-15
Deformable Tube Network for Action Detection in Videos
Wei LiZehuan YuanDashan GuoLei HuangXiangzhong FangChanghu Wang
2019-07-03
Constructing Interpretive Spatio-Temporal Features for Multi-Turn Responses Selection
Junyu LuChenbin ZhangZeying XieGuang LingTom Chao ZhouZenglin Xu
2019-07-01
MV-C3D: A Spatial Correlated Multi-View 3D Convolutional Neural Networks
Qi XuanFuxian LiYi LiuYun Xiang
2019-06-15
Action4D: Online Action Recognition in the Crowd and Clutter
Quanzeng You Hao Jiang
2019-06-01
MobiVSR: A Visual Speech Recognition Solution for Mobile Devices
Nilay ShrivastavaAstitwa SaxenaYaman KumarRajiv Ratn ShahDebanjan MahataAmanda Stent
2019-05-10
MSDC-Net: Multi-Scale Dense and Contextual Networks for Automated Disparity Map for Stereo Matching
Zhibo RaoMingyi HeYuchao DaiZhidong ZhuBo LiRenjie He
2019-04-25
Convolutional Neural Networks for Classification of Alzheimer's Disease: Overview and Reproducible Evaluation
| Junhao WenElina Thibeau-SutreMauricio Diaz-MeloJorge Samper-GonzalezAlexandre RoutierSimona BottaniDidier DormontStanley DurrlemanNinon BurgosOlivier Colliot
2019-04-16
LBVCNN: Local Binary Volume Convolutional Neural Network for Facial Expression Recognition from Image Sequences
Sudhakar KumawatManisha VermaShanmuganathan Raman
2019-04-16
ContactDB: Analyzing and Predicting Grasp Contact via Thermal Imaging
| Samarth BrahmbhattCusuh HamCharles C. KempJames Hays
2019-04-15
3D Dilated Multi-Fiber Network for Real-time Brain Tumor Segmentation in MRI
| Chen ChenXiaopeng LiuMeng DingJunfeng ZhengJiangyun Li
2019-04-06
SurfConv: Bridging 3D and 2D Convolution for RGBD Images
| Hang ChuWei-Chiu MaKaustav KunduRaquel UrtasunSanja Fidler
2018-12-04
Multi-scale 3D Convolution Network for Video Based Person Re-Identification
Jianing LiShiliang ZhangTiejun Huang
2018-11-19
StNet: Local and Global Spatial-Temporal Modeling for Action Recognition
| Dongliang HeZhichao ZhouChuang GanFu LiXiao LiuYandong LiLimin WangShilei Wen
2018-11-05
Learning Depth with Convolutional Spatial Propagation Network
| Xinjing ChengPeng WangRuigang Yang
2018-10-04
Parallel Separable 3D Convolution for Video and Volumetric Data Understanding
Felix GondaDonglai WeiToufiq ParagHanspeter Pfister
2018-09-11
CosmoFlow: Using Deep Learning to Learn the Universe at Scale
Amrita MathuriyaDeborah BardPeter MendygralLawrence MeadowsJames ArnemannLei ShaoSiyu HeTuomas KarnaDaina MoiseSimon J. PennycookKristyn MaschoffJason SewallNalini KumarShirley HoMike RingenburgPrabhatVictor Lee
2018-08-14
3D Geometry-Aware Semantic Labeling of Outdoor Street Scenes
Yiran ZhongYuchao DaiHongdong Li
2018-08-13
3D Depthwise Convolution: Reducing Model Parameters in 3D Vision Tasks
Rongtian YeFangyu LiuLiqiang Zhang
2018-08-05
RS-Net: Regression-Segmentation 3D CNN for Synthesis of Full Resolution Missing Brain MRI in the Presence of Tumours
| Raghav MehtaTal Arbel
2018-07-28
Deep Spatiotemporal Representation of the Face for Automatic Pain Intensity Estimation
Mohammad TavakolianAbdenour Hadid
2018-06-18
MiCT: Mixed 3D/2D Convolutional Tube for Human Action Recognition
Yizhou ZhouXiaoyan SunZheng-Jun ZhaWenjun Zeng
2018-06-01
Recognize Actions by Disentangling Components of Dynamics
Yue ZhaoYuanjun XiongDahua Lin
2018-06-01
DIF : Dataset of Perceived Intoxicated Faces for Drunk Person Identification
Vineet MehtaDevendra Pratap YadavSai Srinadhu KattaAbhinav Dhall
2018-05-25
One Kernel to Solve Nearly Everything: Unified 3D Binary Convolutions for Image Analysis
MP HeinrichO OktayN Bouteldja
2018-04-11
Cascaded multi-scale and multi-dimension convolutional neural network for stereo matching
Haihua LuHai XuLi ZhangYong Zhao
2018-03-26
Joint Voxel and Coordinate Regression for Accurate 3D Facial Landmark Localization
| Hongwen ZhangQi LiZhenan Sun
2018-01-28
3D-DETNet: a Single Stage Video-Based Vehicle Detector
Suichan Li
2018-01-05
Development and evaluation of a deep learning model for protein-ligand binding affinity prediction
Marta M. Stepniewska-DziubinskaPiotr ZielenkiewiczPawel Siedlecki
2017-12-19
An End-to-end 3D Convolutional Neural Network for Action Detection and Segmentation in Videos
Rui HouChen ChenMubarak Shah
2017-11-30
3D Anisotropic Hybrid Network: Transferring Convolutional Features from 2D Images to 3D Anisotropic Volumes
| Siqi LiuDaguang XuS. Kevin ZhouThomas MertelmeierJulia WickleinAnna JerebkoSasa GrbicOlivier PaulyWeidong CaiDorin Comaniciu
2017-11-23
Temporal Relational Reasoning in Videos
| Bolei ZhouAlex AndonianAude OlivaAntonio Torralba
2017-11-22
3D Randomized Connection Network with Graph-based Label Inference
Siqi BaoPei WangTony C. W. MokAlbert C. S. Chung
2017-11-11
Holistic Planimetric prediction to Local Volumetric prediction for 3D Human Pose Estimation
Gyeongsik MoonJu Yong ChangYumin SuhKyoung Mu Lee
2017-06-15
Segmentation of the Proximal Femur from MR Images using Deep Convolutional Neural Networks
Cem M. DenizSiyuan XiangSpencer HallyburtonArakua WelbeckJames S. BabbStephen HonigKyunghyun ChoGregory Chang
2017-04-20
Tube Convolutional Neural Network (T-CNN) for Action Detection in Videos
Rui HouChen ChenMubarak Shah
2017-03-30
Human Action Recognition using Factorized Spatio-Temporal Convolutional Networks
Lin SunKui JiaDit-Yan YeungBertram E. Shi
2015-10-02

Components

COMPONENT TYPE
🤖 No Components Found You can add them if they exist; e.g. Mask R-CNN uses RoIAlign

Categories