Large scale indexing and searching

Relevant publications

Toward unsupervised, multi-object discovery in large-scale image collections
H. V. Vo, P. Pérez, J. Ponce
ECCV 2020

Unsupervised image matching and object discovery as optimization
H. V. Vo, F. Bach, M. Cho, K. Han, Y. LeCun, P. Pérez, J. Ponce
CVPR 2019 [code]

SoDeep: a Sorting Deep net to learn ranking loss surrogates
M. Engilberge, L. Chevallier, M. Cord, P. Pérez
CVPR 2019 [code]

Finding beans in burgers: Deep semantic-visual embedding with localization
M. Engilberge, L. Chevallier, M. Cord, P. Pérez
CVPR 2018 [code]

Learning a complete image indexing pipeline
H. Jain, J. Zepeda, P. Pérez, R. Gribonval
CVPR 2018

Sketching for large scale learning of mixture models
N. Keriven, A. Bourrier, R. Gribonval, P. Pérez
Information & Inference, 2017

Supervised structured binary codes for image search
H. Jain, J. Zepeda, R. Gribonval, P. Pérez
ICCV 2017 [code]

Kernel square-loss exemplar machines for image retrieval
R. Rezende, J. Zepeda, J. Ponce, F. Bach, P. Pérez
CVPR 2017 [code]

Approximate search with quantized sparse representations
H. Jain, P. Pérez, R. Gribonval, J. Zepeda, H. Jégou
ECCV 2016

Sketching for large-scale learning of mixture models
N. Keriven, A. Bourrier, R. Gribonval, P. Pérez
ICASSP 2016

Examplar SVM as visual feature encoder
J. Zepeda and P. Pérez
CVPR 2015

Nearest neighbor search for arbitrary kernels with explicit embeddings
A. Bourrier, F. Perronnin, R. Gribonval, P.Pérez and H. Jégou
J. Mathematical Imaging and Vision, 52(3):459-468, 2015

Older publications

Revisiting the VLAD image representation
J. Delhumeau, Ph.-H. Gosselin, H. Jégou and P. Pérez
ACM MultiMedia 2013

Aggregating local image descriptors into compact codes
H. Jégou, F. Perronnin, M. Douze, J. Sánchez, P. Pérez, C. Schmid
IEEE Trans. Pattern Anal. Machine Intell., 34(9), 2012 [code]

Aggregating local descriptors into a compact image representation
H. Jégou, M. Douze, C. Schmid and P.Pérez
CVPR 2010 [code]

Compact video description for copy detection with precise temporal alignment
M. Douze, H. Jégou, C. Schmid, P.Pérez
ECCV 2010