Open-CD: A Comprehensive Toolbox for Change Detection

1 code implementation • 22 Jul 2024 • Kaiyu Li, Jiawei Jiang, Andrea Codegoni, Chengxi Han, Yupeng Deng, Keyan Chen, Zhuo Zheng, Hao Chen, Zhengxia Zou, Zhenwei Shi, Sheng Fang, Deyu Meng, Zhi Wang, Xiangyong Cao

We present Open-CD, a change detection toolbox that contains a rich set of change detection methods as well as related components and modules.

Benchmarking Change Detection

TINYCD: A (Not So) Deep Learning Model For Change Detection

2 code implementations • 26 Jul 2022 • Andrea Codegoni, Gabriele Lombardi, Alessandro Ferrari

Despite being from 13 to 140 times smaller than the compared change detection models, and exposing at least a third of the computational complexity, our model outperforms the current state-of-the-art models by at least $1\%$ on both F1 score and IoU on the LEVIR-CD dataset, and more than $8\%$ on the WHU-CD dataset.

Building change detection for remote sensing images Change Detection +1

The Gene Mover's Distance: Single-cell similarity via Optimal Transport

no code implementations • 1 Feb 2021 • Riccardo Bellazzi, Andrea Codegoni, Stefano Gualandi, Giovanna Nicora, Eleonora Vercesi

In the Optimal Transport model, we use two types of cost function for measuring the distance between a pair of genes.

The Equivalence of Fourier-based and Wasserstein Metrics on Imaging Problems

no code implementations • 13 May 2020 • Gennaro Auricchio, Andrea Codegoni, Stefano Gualandi, Giuseppe Toscani, Marco Veneroni

We investigate properties of some extensions of a class of Fourier-based probability metrics, originally introduced to study convergence to equilibrium for the solution to the spatially homogeneous Boltzmann equation.