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Found 9 papers, 3 papers with code
Training with Quantization Noise for Extreme Model Compression
A standard solution is to train networks with Quantization Aware Training, where the weights are quantized during training and the gradients approximated with the Straight-Through Estimator.
Loss in Translation: Learning Bilingual Word Mapping with a Retrieval Criterion
Continuous word representations learned separately on distinct languages can be aligned so that their words become comparable in a common space.
Augmenting Self-attention with Persistent Memory
More precisely, we augment the self-attention layers with persistent memory vectors that play a similar role as the feed-forward layer.
Ranked #5 on
Language Modelling
on Text8
Multiple Measurements and Joint Dimensionality Reduction for Large Scale Image Search with Short Vectors - Extended Version
This paper addresses the construction of a short-vector (128D) image representation for large-scale image and particular object retrieval.
Event Retrieval in Large Video Collections with Circulant Temporal Encoding
Furthermore, we extend product quantization to complex vectors in order to compress our descriptors, and to compare them in the compressed domain.
Better Exploiting Motion for Better Action Recognition
Several recent works on action recognition have attested the importance of explicitly integrating motion characteristics in the video description.
Action Localization with Tubelets from Motion
Our approach significantly outperforms the state-of-the-art on both datasets, while restricting the search of actions to a fraction of possible bounding box sequences.
Triangulation Embedding and Democratic Aggregation for Image Search
We consider the design of a single vector representation for an image that embeds and aggregates a set of local patch descriptors such as SIFT.
Early Burst Detection for Memory-Efficient Image Retrieval
Then, we show the interest of using this strategy in an asymmetrical manner, with only the database features being aggregated but not those of the query.
