Dr Basura Fernando

Dr. Basura Fernando is a research fellow at the Australian Centre for Robotic Vision (ACRV) and the Australian National University (ANU). He obtained PhD from VISICS group of KU Leuven, Belgium in March 2015. He is interested in Computer Vision and Machine Learning research. Has has contributed to statistical visual domain adaptation and human action recognition. He currently leads the "video representation project" of the Australian Centre of Excellence for Robotic Vision.

Visual representation learning and deep learning

Visual recognition and analysis

Pattern recognition and data mining

Statistical Machine Learning

Computer Vision

2017      
Discriminatively Learned Hierarchical Rank Pooling Networks 
Basura Fernando and Stephen Gould
PDF arxiv Code Project Bibtex
Self-Supervised Video Representation Learning With Odd-One-Out Networks 
Basura Fernando, Hakan Bilen, Efstratios Gavves, Stephen Gould
CVPR 2017 (accepted)
PDF arxiv Bibtex
Generalized Rank Pooling for Activity Recognition 
Anoop Cherian, Basura Fernando, Mehrtash Harandi, Stephen Gould
CVPR 2017 (accepted)
PDF arxiv Bibtex
DeepPermNet: Visual Permutation Learning 
Rodrigo Santa Cruz, Basura Fernando, Anoop Cherian, Stephen Gould
CVPR 2017 (accepted)
PDF arxiv Bibtex
Unsupervised Human Action Detection by Action Matching 
Basura Fernando, Sareh Shirazi, Stephen Gould
CVPR Workshops 2017 (accepted)
PDF arxiv Bibtex
Encouraging LSTMs to Anticipate Actions Very Early 
Mohammad Sadegh Aliakbarian, Fatemehsadat Saleh, Mathieu Salzmann, Basura Fernando, Lars Petersson and Lars Andersson
arxiv
arxiv Bibtex
Generalized BackPropagation, Etude De Cas: Orthogonality 
Mehrtash Harandi and Basura Fernando
arxiv
arxiv Bibtex
Action Recognition with Dynamic Image Networks 
Hakan Bilen, Basura Fernando, Efstratios Gavves, Andrea Vedaldi
arxiv
arxiv Bibtex
2016      
SPICE: Semantic Propositional Image Caption Evaluation 
Peter Anderson, Basura Fernando, Mark Johnson, Stephen Gould
ECCV 2016
PDF Project Bibtex
Learning End-to-end Video Classification with Rank-Pooling 
Basura Fernando, Stephen Gould
ICML 2016
PDF JMLR PDF project Bibtex
Rank pooling and variants
Rank Pooling for Action Recognition 
Basura Fernando, Efstratios Gavves, Jose Oramas, Amir Ghodrati and Tinne Tuytelaars
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
PDF(academia) PDF Code Bibtex project
Rank pooling and variants
Dynamic Image Networks for Action Recognition 
Hakan Bilen*, Basura Fernando*, Efstratios Gavves, Andrea Vedaldi and Stephen Gould
* Equal contributions
CVPR 2016 (oral) 
PDF project Bibtex Read more
 Simple Dynamic Image Code
Dynamic Image Nets Code 
 Download Dynamic Images for UCF101
Rank pooling and variants
Discriminative Hierarchical Rank Pooling for Activity Recognition 
Basura Fernando, Peter Anderson, Marcus Hutter and Stephen Gould
CVPR 2016
PDF Code project Bibtex Read more
Rank pooling and variants
2015      
Learning to rank based on subsequences 
Basura Fernando, Efstratios Gavves, Damien Muselet and Tinne Tuytelaars
ICCV 2015 
PDF arxiv Supplementary (120Mb) Bibtex Code Read more
Guided Long-Short Term Memory for Image Caption Generation 
Xu Jia, Efstratios Gavves, Basura Fernando and Tinne Tuytelaars
ICCV 2015
PDF arxiv Bibtex Read more
Modeling Video Evolution For Action Recognition 
Basura Fernando, Efstratios Gavves, Jose Oramas, Amir Ghodrati and Tinne Tuytelaars
CVPR 2015 (oral)
PDF Code project Bibtex
Dataset Fingerprints: Exploring Image Collections Through Data Mining 
Konstantinos Rematas, Basura Fernando, Frank Dellaert and Tinne Tuytelaars
CVPR 2015
PDF Project Bibtex
Location Recognition Over Large Time Lags 
Basura Fernando, Tatiana Tommasi and Tinne Tuytelaars
Computer Vision and Image Understanding
arxiv PDF Project & Code Bibtex
Joint cross-domain classification and subspace learning for unsupervised adaptation 
Basura Fernando, Tatiana Tommasi and Tinne Tuytelaars
Pattern Recognition Letters
PDF Code Project Bibtex
2014      
Subspace Alignment For Domain Adaptation 
Basura Fernando, Amaury Habrard, Marc Sebban and Tinne Tuytelaars
arXiv.org
PDF arxiv Code Bibtex
Color Features For Dating Historical Color Images 
Basura Fernando, Damien Muselet, Rahat Khan and Tinne Tuytelaars
International conference of image processing (ICIP)
PDF Bibtex
Local Alignments for Fine-Grained Categorization 
Efstratios Gavves, Basura Fernando, Cees G.M. Snoek, Arnold W.M. Smeulders and Tinne Tuytelaars
International Journal of Computer Vision (IJCV)
January 2014, Volume 111, Issue 2, pp 191-212,Issn 0920-5691
PDF (Accepted author version) Bibtex
Mining Mid-level Features for Image Classification 
Basura Fernando, Elisa Fromont, Tinne Tuytelaars
International Journal of Computer Vision (IJCV)
July 2014, Volume 108, Issue 3, pp 186-203
PDF (Accepted author version) PDF (Springer) Bibtex
2013      
Mining Multiple Queries for Image Retrieval: On-the-fly learning of an Object-specific Mid-level Representation 
Basura Fernando and Tinne Tuytelaars
ICCV 2013
PDF Suppl. Material Dataset Bibtex
Unsupervised Visual Domain Adaptation Using Subspace Alignment 
Basura Fernando, Amaury Habrard, Marc Sebban and Tinne Tuytelaars
ICCV 2013
PDF Suppl. Material Code Bibtex
Fine-Grained Categorization by Alignments 
Efstratios Gavves, Basura Fernando, Cees Snoek, Arnold Smeulders and Tinne Tuytelaars
ICCV 2013
PDF Demo Bibtex
Does Evolution cause a Domain Shift? 
Konstantinos Rematas, Basura Fernando, Tatiana Tommasi and Tinne Tuytelaars
International Workshop on Visual Domain Adaptation and Dataset Bias - ICCV 2013
PDF Project Bibtex
The AXES submissions at TrecVid 2013 
Robin Aly, Relja Arandjelovic, Ken Chatfield, Matthijs Douze, Basura Fernando, Zaid Harchaoui, Kevin McGuinness, Noel E OConner, Dan Oneata, Omkar M Parkhi, Danila Potapov, Jerome Revaud, Cordelia Schmid, Jochen Schwenninger, David Scott, Tinne Tuytelaars, Jakob Verbeek, Heng Wang, Andrew Zisserman
TRECVid 2013
PDF
2012      
Effective Use of Frequent Itemset Mining for Image Classification 
Basura Fernando, Elisa Fromont, Tinne Tuytelaars
ECCV 2012
PDF Project Code Bibtex
Discriminative Feature Fusion for Image Classification 
Basura Fernando, Elisa Fromont, Damien Muselet, Marc Sebban
CVPR 2012
PDF Bibtex
AXES at TRECVID 2012: KIS, INS, and MED 
Aly, Robin and McGuinness, Kevin and Chen, Shu and O'Connor, Noel E. and Chatfield, Ken and Parkhi, Omkar and Arandjelovic, Relja and Zisserman, Andrew and Fernando, Basura and Tuytelaars, Tinne and Oneata, Dan and Douze, Matthijs and Revaud, Jerome and Schwenninger, Jochen and Potapov, Danila and Wang, Heng and Harchaoui, Zaid and Verbeek, Jakob and Schmid, Cordelia 
TRECVid 2012
PDF
Supervised learning of gaussian mixture models for visual vocabulary generation 
Basura Fernando, Elisa Fromont, Damien Muselet, Marc Sebban 
Journal of Pattern Recognition Volume 45, Issue 2, February 2012
PDF Bibtex

 

Mr Samitha Herath »

PhD Student

Mr Shihao Jiang »

PhD student

Rodrigo Fonesca Santa Cruz

Mr Rodrigo Santa Cruz »

PhD Student

Professional activities

 

Organising CVPR17 workshop on Brave New Ideas for Motion and Spatio-Temporal Representations.

Organising ECCV 2016 workshop titled Brave New Ideas For Motion Representations.

Co-chairing the CVPR 2016 oral and spotlight session on Learning and CNN Architectures.

Program committee member of Robotic Vision RVSS 2016 Summer School. 

Program committee member of RoboVis 2016 workshop. 

Review Activities

CVPR 2013, 2015, 2016, 2017 reviewer

ICCV 2013, 2017 reviewer

ECCV 2014, 2016 reviewer

NIPS 2016 reviewer

TPAMI: IEEE Transactions on Pattern Analysis and Machine Intelligence

IJCV: International Journal of Computer Vision

CVIU: Computer vision and image understanding journal

PR: Pattern Recognition Journal

PRL: Pattern Recognition Letters Journal

Machine Learning Journal

IEEE Transactions on Neural Networks and Learning Systems

IEEE Transactions on Multimedia

Teaching

Guest lecture 2017 Semester1 : ENGN4528: Computer Vision at ANU 

Tutorial on Action recognition and Semitic Vision at the "Robotic Vision Summer School" RVSS 2017 

Guest lecture in Advanced Topics in Mechatronics Systems ENGN8536 ANU 

Guest lecture 2016 Semester1 : ENGN4528: Computer Vision at ANU 

 

Updated:  8 September 2015/Responsible Officer:  Head of School/Page Contact:  CECS Marketing