Modeling local and global deformations in Deep Learning: Epitomic convolution, Multiple Instance Learning, and sliding window detection

No abstract is available for this paper.

• Publication year

  2015

• Venue

  Computer Vision and Pattern Recognition

• Publication date

  2015-06-07

• Fields of study

  Computer Science

• Identifiers
  DOI 10.1109/CVPR.2015.7298636
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar

• No claims are published for this paper.

• No concepts are published for this paper.

• Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification

  2015cited by this paper
• Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift

  2015cited by this paper
• Fully convolutional networks for semantic segmentation

  2014cited by this paper
• Caffe: Convolutional Architecture for Fast Feature Embedding

  2014cited by this paper
• CNN Features Off-the-Shelf: An Astounding Baseline for Recognition

  2014cited by this paper
• Very Deep Convolutional Networks for Large-Scale Image Recognition

  2014influential reference
• Return of the Devil in the Details: Delving Deep into Convolutional Nets

  2014cited by this paper
• Spatial Pyramid Pooling in Deep Convolutional Networks for Visual Recognition

  2014cited by this paper
• Weakly supervised object recognition with convolutional neural networks

  2014cited by this paper
• Deformable Part Models with CNN Features

  2014cited by this paper
• Deep Epitomic Convolutional Neural Networks

  2014cited by this paper
• Improving Human Action Recognition Using Score Distribution and Ranking

  2014cited by this paper
• DeepID-Net: multi-stage and deformable deep convolutional neural networks for object detection

  2014cited by this paper
• Deformable part models are convolutional neural networks

  2014cited by this paper
• Going deeper with convolutions

  2014cited by this paper
• End-to-end integration of a Convolutional Network, Deformable Parts Model and non-maximum suppression

  2014influential reference
• Modeling Image Patches with a Generic Dictionary of Mini-epitomes

  2014cited by this paper
• Rich Feature Hierarchies for Accurate Object Detection and Semantic Segmentation

  2013influential reference
• Network In Network

  2013cited by this paper
• Visualizing and Understanding Convolutional Networks

  2013influential reference
• OverFeat: Integrated Recognition, Localization and Detection using Convolutional Networks

  2013influential reference
• Some Improvements on Deep Convolutional Neural Network Based Image Classification

  2013cited by this paper
• Joint Deep Learning for Pedestrian Detection

  2013cited by this paper
• Selective Search for Object Recognition

  2013cited by this paper
• Maxout Networks

  2013cited by this paper
• ImageNet classification with deep convolutional neural networks

  2012influential reference
• Exact Acceleration of Linear Object Detectors

  2012cited by this paper
• Sparse image representation with epitomes

  2011cited by this paper
• Object Detection with Discriminatively Trained Part Based Models

  2010cited by this paper
• What is the best multi-stage architecture for object recognition?

  2009cited by this paper
• ImageNet: A large-scale hierarchical image database

  2009cited by this paper
• Multiple-instance ranking: Learning to rank images for image retrieval

  2008cited by this paper
• Sparse and Redundant Modeling of Image Content Using an Image-Signature-Dictionary

  2008cited by this paper
• Learning The Discriminative Power-Invariance Trade-Off

  2007cited by this paper
• Supervised versus multiple instance learning: an empirical comparison

  2005cited by this paper
• Epitomic analysis of appearance and shape

  2003influential reference
• Multiple instance learning with generalized support vector machines

  2002cited by this paper
• Constrained active appearance models

  2001cited by this paper
• Hierarchical models of object recognition in cortex

  1999cited by this paper
• Active Appearance Models

  1998cited by this paper
• A wavelet tour of signal processing

  1998cited by this paper
• Gradient-based learning applied to document recognition

  1998cited by this paper
• Solving the Multiple Instance Problem with Axis-Parallel Rectangles

  1997influential reference

• A novel hybrid approach for brain tumor sub-region segmentation

  2026cites this paper
• Impact of Image Complexity on the Segmentation of Ophthalmic Images Using Deep Learning Methods

  2025cites this paper
• A lightweight detection method for X-ray security inspection based on YOLOV8

  2025cites this paper
• Multiscale semantic segmentation and damage assessment of village houses in post-flood scenarios using an enhanced DeepLabv3 with dual attention mechanism

  2025cites this paper
• The DeepLabV3+ Algorithm Combined With the ResNeXt Network for Medical Image Segmentation

  2025cites this paper
• U-net of joint spatial domains with multi-scale atrous convolution for rectal image segmentation

  2025cites this paper
• 基于改进YOLO11的低光照环境目标检测算法

  2025cites this paper
• GDCP-YOLO: Enhancing Steel Surface Defect Detection Using Lightweight Machine Learning Approach

  2024cites this paper
• PlantBiCNet: A new paradigm in plant science with bi-directional cascade neural network for detection and counting

  2024cites this paper
• Integrating image and gene-data with a semi-supervised attention model for prediction of KRAS gene mutation status in non-small cell lung cancer

  2024cites this paper
• Analysis of Object Detection Models for Tiny Object in Satellite Imagery: A Dataset-Centric Approach

  2024cites this paper
• RSE-YOLOv8: An Algorithm for Underwater Biological Target Detection

  2024cites this paper
• Evolution of Object Detection Algorithms Utilizing Deep Learning

  2024cites this paper
• Automated Left Ventricle Segmentation in Echocardiography Using YOLO: A Deep Learning Approach for Enhanced Cardiac Function Assessment

  2024cites this paper
• Expansive Receptive Field and Local Feature Extraction Network: Advancing Multiscale Feature Fusion for Breast Fibroadenoma Segmentation in Sonography

  2024cites this paper
• Multiscale Deep Learning for Detection and Recognition: A Comprehensive Survey

  2024cites this paper
• MS-Net: Multi-Segmentation Network for the Iris Region Using Deep Learning in an Unconstrained Environment

  2023cites this paper
• Glacier remote sensing information extraction based on improved DeepLab v3

  2023cites this paper
• Dense Multi-Scale Convolutional Network for Plant Segmentation

  2023cites this paper
• COVID-SegNet: encoder–decoder-based architecture for COVID-19 lesion segmentation in chest X-ray

  2023cites this paper
• Semantic Segmentation of PHT Based on Improved DeeplabV3+

  2022cites this paper
• Tomato-plant Sunlit-leaf Segmentation Using Convolutional Neural Networks: Supporting Crop Water Stress Index Measurements

  2022cites this paper
• Aprus: An Airborne Altitude-Adaptive Purpose-Related UAV System for Object Detection

  2022cites this paper
• A token-mixer architecture for CAD-RADS classification of coronary stenosis on multiplanar reconstruction CT images

  2022cites this paper
• Optic disc segmentation in retinal fundus images using improved CE-Net

  2022cites this paper
• Extraction of Saline Soil Distributions Using Different Salinity Indices and Deep Neural Networks

  2022influential citation
• FEA-Swin: Foreground Enhancement Attention Swin Transformer Network for Accurate UAV-Based Dense Object Detection

  2022cites this paper
• An Unsupervised Monocular Visual Odometry Based on Multi-Scale Modeling

  2022cites this paper
• ASPPMVSNet: A high‐receptive‐field multiview stereo network for dense three‐dimensional reconstruction

  2022cites this paper
• On Efficient Real-Time Semantic Segmentation: A Survey

  2022cites this paper
• Lightweight multi-scale convolutional neural network for real time stereo matching

  2022cites this paper
• MFI-Net: Multiscale Feature Interaction Network for Retinal Vessel Segmentation

  2022cites this paper
• Pooling Revisited: Your Receptive Field is Suboptimal

  2022influential citation
• EFFECT OF LABEL NOISE IN SEMANTIC SEGMENTATION OF HIGH RESOLUTION AERIAL IMAGES AND HEIGHT DATA

  2022cites this paper
• Lane line detection based on the codec structure of the attention mechanism

  2022cites this paper
• Identifying sunlit leaves using Convolutional Neural Networks: An expert system for measuring the crop water stress index of pistachio trees

  2022cites this paper
• Scale Invariant Semantic Segmentation with RGB-D Fusion

  2022cites this paper
• AB-ResUNet+: Improving Multiple Cardiovascular Structure Segmentation from Computed Tomography Angiography Images

  2022cites this paper
• Grouping sparse filtering: a novel down-sampling approach toward rotating machine intelligent diagnosis in 1D-convolutional neural networks

  2022cites this paper
• CVCMFF Net: Complex-Valued Convolutional and Multifeature Fusion Network for Building Semantic Segmentation of InSAR Images

  2022cites this paper
• DR-Net: An Improved Network for Building Extraction from High Resolution Remote Sensing Image

  2021cites this paper
• Human pose estimation based on parallel atrous convolution and body structure constraints

  2021cites this paper
• Lite Vision Transformer with Enhanced Self-Attention

  2021cites this paper
• Locally Enhanced Self-Attention: Combining Self-Attention and Convolution as Local and Context Terms

  2021cites this paper
• Exploring Upper Limb Segmentation with Deep Learning for Augmented Virtuality

  2021cites this paper
• Egocentric upper limb segmentation in unconstrained real-life scenarios

  2021cites this paper
• Advancing Tassel Detection and Counting: Annotation and Algorithms

  2021cites this paper
• GCA-Net: Gait contour automatic segmentation model for video gait recognition

  2021cites this paper
• A Comparative Study of Deep Learning Approaches to Rooftop Detection in Aerial Images

  2021cites this paper
• Locally Enhanced Self-Attention: Rethinking Self-Attention as Local and Context Terms

  2021cites this paper
• The measurement of Cobb angle based on spine X-ray images using multi-scale convolutional neural network

  2021cites this paper
• DeepLab2: A TensorFlow Library for Deep Labeling

  2021cites this paper
• Resolution Learning in Deep Convolutional Networks Using Scale-Space Theory

  2021cites this paper
• MLAF-CapsNet: Multi-lane atrous feature fusion capsule network with contrast limited adaptive histogram equalization for brain tumor classification from MRI images

  2021cites this paper
• Cascaded hierarchical atrous spatial pyramid pooling module for semantic segmentation

  2021cites this paper
• Optimized HRNet for image semantic segmentation

  2021cites this paper
• Multilevel feature fusion dilated convolutional network for semantic segmentation

  2021cites this paper
• Dilated SpineNet for Semantic Segmentation

  2021cites this paper
• End-to-End Information Extraction by Character-Level Embedding and Multi-Stage Attentional U-Net

  2021cites this paper
• An Improved Segmentation Method for Automatic Mapping of Cone Karst from Remote Sensing Data Based on DeepLab V3+ Model

  2021cites this paper
• Shadow Removal without Reference

  2021influential citation
• Convolution neural network for effective burn region segmentation of color images.

  2020cites this paper
• Snapshot High Dynamic Range Imaging via Sparse Representations and Feature Learning

  2020cites this paper
• MarsNet: Multi-Label Classification Network for Images of Various Sizes

  2020cites this paper
• Scale-aware spatial pyramid pooling with both encoder-mask and scale-attention for semantic segmentation

  2020cites this paper
• An End-to-End Multi-Task Deep Learning Framework for Skin Lesion Analysis

  2020cites this paper
• ARMA Nets: Expanding Receptive Field for Dense Prediction

  2020cites this paper
• Axial-DeepLab: Stand-Alone Axial-Attention for Panoptic Segmentation

  2020cites this paper
• Semantic image segmentation with shared decomposition convolution and boundary reinforcement structure

  2020cites this paper
• Real-Time High-Performance Semantic Image Segmentation of Urban Street Scenes

  2020cites this paper
• A Traffic Surveillance Multi-Scale Vehicle Detection Object Method Base on Encoder-Decoder

  2020cites this paper
• A Modeling Method for Automatic Extraction of Offshore Aquaculture Zones Based on Semantic Segmentation

  2020cites this paper
• Mining self-similarity: Label super-resolution with epitomic representations

  2020cites this paper
• Semantic Image Segmentation with Improved Position Attention and Feature Fusion

  2020cites this paper
• Object Retrieval from Low Resolution Images

  2020cites this paper
• Multi-Column Atrous Convolutional Neural Network for Counting Metro Passengers

  2020cites this paper
• DetectoRS: Detecting Objects with Recursive Feature Pyramid and Switchable Atrous Convolution

  2020cites this paper
• Contour-Aware Polyp Segmentation in Colonoscopy Images Using Detailed Upsamling Encoder-Decoder Networks

  2020cites this paper
• Scene image retrieval with siamese spatial attention pooling

  2020cites this paper
• Tackling the Problem of Limited Data and Annotations in Semantic Segmentation

  2020cites this paper
• Hand Segmentation for Arabic Sign Language Alphabet Recognition

  2020cites this paper
• Monocular Depth Prediction With Residual DenseASPP Network

  2020cites this paper
• Accurate Pixel-Wise Skin Segmentation Using Shallow Fully Convolutional Neural Network

  2020cites this paper
• Deep Sequence Labelling Model for Information Extraction in Micro Learning Service

  2020cites this paper
• LDNet: End-to-End Lane Detection Approach usinga Dynamic Vision Sensor

  2020cites this paper
• DeepEC: An error correction framework for dose prediction and organ segmentation using deep neural networks

  2020cites this paper
• Feature Aggregation Attention Network for Single Image Dehazing

  2020cites this paper
• Two-branch encoding and iterative attention decoding network for semantic segmentation

  2020cites this paper
• Edge Enhancement in Monocular Depth Prediction

  2020cites this paper
• Full Convolutional Neural Network Based on Multi-Scale Feature Fusion for the Class Imbalance Remote Sensing Image Classification

  2020cites this paper
• Hierarchical Image Object Search Based on Deep Reinforcement Learning

  2020cites this paper
• Scaling Wide Residual Networks for Panoptic Segmentation

  2020cites this paper
• Detection of Road Objects With Small Appearance in Images for Autonomous Driving in Various Traffic Situations Using a Deep Learning Based Approach

  2020cites this paper
• Cascaded atrous dual attention U-Net for tumor segmentation

  2020cites this paper
• Attention Based Fully Convolutional Neural Network for Simultaneous Detection and Segmentation of Optic Disc in Retinal Fundus Images

  2020cites this paper
• SSCA-Net: Simultaneous Self- and Channel-Attention Neural Network for Multiscale Structure-Preserving Vessel Segmentation

  2020cites this paper
• Improving depth estimation in an automated privacy-preserving video processing system

  2020cites this paper
• Generation of Synthetic Referring Expressions for Object Segmentation in Videos

  2020cites this paper
• LDNet: End-to-End Lane Marking Detection Approach Using a Dynamic Vision Sensor

  2020cites this paper
• DeeperLab: Single-Shot Image Parser

  2019cites this paper