291 citations · 333 across the 14 of their papers we have counts for
4 papers · 1 filter
Sparse Linear Concept Discovery Models
Konstantinos P. Panousis, Dino Ienco, Diego Marcos
The recent mass adoption of DNNs, even in safety-critical scenarios, has shifted the focus of the research community towards the creation of inherently intrepretable models. Concep…
Towards Explainable Land Cover Mapping: a Counterfactual-based Strategy
Cassio F. Dantas, Diego Marcos, Dino Ienco
Counterfactual explanations are an emerging tool to enhance interpretability of deep learning models. Given a sample, these methods seek to find and display to the user similar sam…
Object-based multi-temporal and multi-source land cover mapping leveraging hierarchical class relationships
Yawogan Jean Eudes Gbodjo, Dino Ienco, Louise Leroux +4
European satellite missions Sentinel-1 (S1) and Sentinel-2 (S2) provide at highspatial resolution and high revisit time, respectively, radar and optical imagesthat support a wide r…
Supervised level-wise pretraining for recurrent neural network initialization in multi-class classification
Dino Ienco, Roberto Interdonato, Raffaele Gaetano
Recurrent Neural Networks (RNNs) can be seriously impacted by the initial parameters assignment, which may result in poor generalization performances on new unseen data. With the o…