My Computer Vision Paper Library (2018)

2018.

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paper	source -
O-CNN : Octree-based Convolutional Neural Networks for 3D Shape Analysis	PDF/video/code
OctNet: Learning Deep 3D Representations at High Resolutions	PDF/video/code
Parallel Separable 3D Convolution for Video and Volumetric Data Understanding	PDF/video/code
PIXOR : Real-time 3D Object Detection from Point Clouds	PDF/video/code
PointCNN	PDF/video/code
PointNet : Deep Learning on Point Sets for 3D Classification and Segmentation	PDF/video/code
PointNet ++ : Deep Hierarchical Feature Learning on Point Sets in a Metric Space	PDF/video/code
Receptive Field Block Net for Accurate and Fast Object Detection	PDF/video/code
Deep Residual Learning for Image Recognition(ResNet)	PDF/video/code
Rethinking Atrous Convolution for Semantic Image Segmentation	PDF/video/code
Rich feature hierarchies for accurate object detection and semantic segmentation	PDF/video/code
Sparse 3D convolutional neural networks	PDF/video/code
SPLATNet : Sparse Lattice Networks for Point Cloud Processing	PDF/video/code
SqueezeSeg: Convolutional Neural Nets with Recurrent CRF for Real-Time Road-Object Segmentation from 3D LiDAR Point Cloud	PDF/video/code
The Devil of Face Recognition is in the Noise	PDF/video/code
Understanding Convolution for Semantic Segmentation	PDF/video/code
V-Net : Fully Convolutional Neural Networks for Volumetric Medical Image Segmentation	PDF/video/code
VoxelNet: End-to-End Learning for Point Cloud Based 3D Object Detection	PDF/video/code
Xception: Deep Learning with Depthwise Separable Convolutions	PDF/video/code
PointFusion : Deep Sensor Fusion for 3D Bounding Box Estimation	PDF/video/code
Efficient Convolutions for Real-Time Semantic Segmentation of 3D Point Clouds	PDF/video/code
Exploring Spatial Context for 3D Semantic Segmentation of Point Clouds	PDF/video/code
Factorized Convolutional Neural Networks	PDF/video/code
Fast Bilateral Solver for Semantic Video Segmentation	PDF/video/code
Fast LIDAR-based Road Detection Using Fully Convolutional Neural Networks	PDF/video/code
FishNet : A Versatile Backbone for Image , Region , and Pixel Level Prediction	PDF/video/code
Flattened Convolutional Neural Networks for Feedforward Acceleration	PDF/video/code
Focal Loss for Dense Object Detection	PDF/video/code
Frustum PointNets for 3D Object Detection from RGB-D Data	PDF/video/code
Full-Resolution Residual Networks for Semantic Segmentation in Street Scenes	PDF/video/code
Fully Convolutional Networks for Semantic Segmentation	PDF/video/code
Fully-Convolutional Point Networks for Large-Scale Point Clouds	PDF/video/code
Fast R-CNN	PDF/video/code
Going Deeper with Convolutions（GoogLeNet）	PDF/video/code
Ground Estimation and Point Cloud Segmentation using SpatioTemporal Conditional Random Field	PDF/video/code
HDNET : Exploiting HD Maps for 3D Object Detection	PDF/video/code
Inception-V4, Inception-ResNet ad the Impact of Residual Connections on Learning	PDF/video/code
Instance-aware Semantic Segmentation via Multi-task Network Cascades	PDF/video/code
Joint 3D Proposal Generation and Object Detection from View Aggregation(AVOD)	PDF/video/code
Large-scale Point Cloud Semantic Segmentation with Superpoint Graphs	PDF/video/code
Learning 3D Shape Completion from Laser Scan Data with Weak Supervision	PDF/video/code
Learning a Real-Time 3D Point Cloud Obstacle Discriminator via Bootstrapping	PDF/video/code
Learning Spatio-Temporal Representation with Pseudo-3D Residual Networks	PDF/video/code
Multi-Task Learning Using Uncertainty to Weigh Losses for Scene Geometry and Semantics	PDF/video/code
Multi-View 3D Object Detection Network for Autonomous Driving	PDF/video/code
Not All Pixels Are Equal : Difficulty-Aware Semantic Segmentation via Deep Layer Cascade	PDF/video/code
3D Fully Convolutional Network for Vehicle Detection in Point Cloud	PDF/video/code
3D Semantic Segmentation with Submanifold Sparse Convolutional Networks	PDF/video/code
3D U-Net: Learning Dense Volumetric Segmentation from Sparse Annotation	PDF/video/code
Deconvolutional Networks for Point-Cloud Vehicle Detection and Tracking in Driving Scenarios	PDF/video/code
Accurate, Large Minibatch SGD: Training ImageNet in 1 Hour	PDF/video/code
Acquisition of Localization Confidence for Accurate Object Detection(IouNet)	PDF/video/code
A Hybrid Conditional Random Field for Estimating the Underlying Ground Surface from Airborne LiDAR Data	PDF/video/code
Batch Normalization : Accelerating Deep Network Training by Reducing Internal Covariate Shift	PDF/video/code
BiSeNet : Bilateral Segmentation Network for Real-time Semantic Segmentation	PDF/video/code
CNN for Very Fast Ground Segmentation in Velodyne LiDAR Data	PDF/video/code
Complex-YOLO: An Euler-Region-Proposal for Real-time 3D Object Detection on Point Clouds	PDF/video/code
CornerNet: Detecting Objects as Paired Keypoints	PDF/video/code
Conditional Random Fields Meet Deep Neural Networks for Semantic Segmentation	PDF/video/code
Decoupled Networks	PDF/video/code
Deep Feature Pyramid Reconfiguration for Object Detection	PDF/video/code
DropBlock : A regularization method for convolutional networks	PDF/video/code
RoarNet: A Robust 3D Object Detection based on RegiOn Approximation Refinement	PDF/video/code
Dropout: A simple way to prevent neural networks from overfitting	PDF/video/code
SECOND: Sparsely Embedded Convolutional Detection	PDF/video/code
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks	PDF/video/code
Bag of Tricks for Image Classification with Convolutional Neural Networks	PDF/video/code
Deformable ConvNets v2: More Deformable, Better Results	PDF/video/code
Non-local Neural Networks	PDF/video/code
PointPillars: Fast Encoders for Object Detection from Point Clouds	PDF/video/code
Box2Pix : Single-Shot Instance Segmentation by Assigning Pixels to Object Boxes	PDF/video/code
IPOD: Intensive Point-based Object Detector for Point Cloud	PDF/video/code
Densely connected convolutional networks	PDF/video/code
SqueezeSegV2: Improved Model Structure and Unsupervised Domain Adaptation for Road-Object Segmentation from a LiDAR Point Cloud	PDF/video/code
SSD: Single Shot MultiBox Detector	PDF/video/code
Residual Networks Behave Like Ensembles of Relatively Shallow Networks	PDF/video/code
Single-Shot Refinement Neural Network for Object Detection (RefineDet)	PDF/video/code
MIXED PRECISION TRAINING	PDF/video/code
Gradient Harmonized Single-stage Detector	PDF/video/code
Gather-Excite: Exploiting Feature Context in Convolutional Neural Networks	PDF/video/code
GradNorm: Gradient Normalization for Adaptive Loss Balancing in Deep Multitask Networks	PDF/video/code