805 citations · 849 across the 9 of their papers we have counts for
10 papers
Task Alignment: A Simple Proxy for Practical Model Merging Across Diverse Vision Tasks
Pau de Jorge, César Roberto de Souza, Björn Michele +5
Efficiently merging several models fine-tuned for different tasks, but stemming from the same pretrained base model, is of great practical interest. Despite extensive prior work, m…
Interferences in match kernels
Naila Murray, Hervé Jégou, Florent Perronnin +1
We consider the design of an image representation that embeds and aggregates a set of local descriptors into a single vector. Popular representations of this kind include the bag-o…
Polysemous codes
Matthijs Douze, Hervé Jégou, Florent Perronnin
This paper considers the problem of approximate nearest neighbor search in the compressed domain. We introduce polysemous codes, which offer both the distance estimation quality of…
Convolutional Patch Representations for Image Retrieval: an Unsupervised Approach
Mattis Paulin, Julien Mairal, Matthijs Douze +3
Convolutional neural networks (CNNs) have recently received a lot of attention due to their ability to model local stationary structures in natural images in a multi-scale fashion,…
Deep Fishing: Gradient Features from Deep Nets
Albert Gordo, Adrien Gaidon, Florent Perronnin
Convolutional Networks (ConvNets) have recently improved image recognition performance thanks to end-to-end learning of deep feed-forward models from raw pixels. Deep learning is a…
Understanding the Fisher Vector: a multimodal part model
David Novotný, Diane Larlus, Florent Perronnin +1
Fisher Vectors and related orderless visual statistics have demonstrated excellent performance in object detection, sometimes superior to established approaches such as the Deforma…