Feb 24, 2021 · We propose a novel \textbf{Dual-Awareness Attention (DAnA)} mechanism that enables networks to adaptively interpret the given support images.

We propose DAnA (Dual-awareness Attention) mechanism which is adaptable to various existing object detection networks and enhances FSOD performance.

In comparison with previous methods, our model significantly increases the performance by 47% (+6.9 AP), showing remarkable ability under various evaluation ...

This work proposes a novel Dual-Awareness Attention (DAnA) mechanism that enables networks to adaptively interpret the given support images and significantly ...

Oct 22, 2024 · Spatial Attention: The spatial attention mechanism adaptively adjusts the importance of each location in the input image by learning weights so ...

Unlike conventional object detectors, few-shot object detectors can be adapted to novel domains with only few annotated data, saving the costly data re- ...

We propose a novel Dual-Awareness Attention (DAnA), which captures the pairwise spatial relationship across the support and query images.

Contribute to Tung-I/Dual-awareness-Attention-for-Few-shot-Object-Detection development by creating an account on GitHub.

FSOD is a high-diverse dataset specifically designed for few-shot object detection and intrinsically designed to evaluate thegenerality of a model on novel ...

Duration: 5:16
Posted: Dec 28, 2023