1 code implementation • 21 Feb 2023 • Leonardo Rossi, Vittorio Bernuzzi, Tomaso Fontanini, Massimo Bertozzi, Andrea Prati
The ability to understand the surrounding scene is of paramount importance for Autonomous Vehicles (AVs).
1 code implementation • 21 Jun 2022 • Leonardo Rossi, Akbar Karimi, Andrea Prati
Nowadays, Semi-Supervised Object Detection (SSOD) is a hot topic, since, while it is rather easy to collect images for creating a new dataset, labeling them is still an expensive and time-consuming task.
no code implementations • 21 Jun 2022 • Leonardo Rossi, Marco Valenti, Sara Elisabetta Legler, Andrea Prati
The Instance Segmentation task, an extension of the well-known Object Detection task, is of great help in many areas, such as precision agriculture: being able to automatically identify plant organs and the possible diseases associated with them, allows to effectively scale and automate crop monitoring and its diseases control.
1 code implementation • Findings (EMNLP) 2021 • Akbar Karimi, Leonardo Rossi, Andrea Prati
This is an easier technique to implement for data augmentation than EDA method (Wei and Zou, 2019) with which we compare our results.
1 code implementation • 3 Apr 2021 • Leonardo Rossi, Akbar Karimi, Andrea Prati
Within the field of instance segmentation, most of the state-of-the-art deep learning networks rely nowadays on cascade architectures, where multiple object detectors are trained sequentially, re-sampling the ground truth at each step.
Ranked #1 on Instance Segmentation on coco minval
1 code implementation • SEMEVAL 2021 • Akbar Karimi, Leonardo Rossi, Andrea Prati
We tackle this problem utilizing a combination of a state-of-the-art pre-trained language model (CharacterBERT) and a traditional bag-of-words technique.
2 code implementations • ICNLSP 2021 • Akbar Karimi, Leonardo Rossi, Andrea Prati
Aspect-Based Sentiment Analysis (ABSA) studies the consumer opinion on the market products.
Ranked #3 on Aspect Extraction on SemEval 2014 Task 4 Sub Task 2
5 code implementations • 28 Apr 2020 • Leonardo Rossi, Akbar Karimi, Andrea Prati
Given the wide diffusion of deep neural network architectures for computer vision tasks, several new applications are nowadays more and more feasible.
Ranked #66 on Instance Segmentation on COCO minival
4 code implementations • 30 Jan 2020 • Akbar Karimi, Leonardo Rossi, Andrea Prati
In this work, we apply adversarial training, which was put forward by Goodfellow et al. (2014), to the post-trained BERT (BERT-PT) language model proposed by Xu et al. (2019) on the two major tasks of Aspect Extraction and Aspect Sentiment Classification in sentiment analysis.
Ranked #4 on Aspect Extraction on SemEval 2014 Task 4 Sub Task 2