Evidence map›Paper›PMID 36366043›Full record

ArticleSensors (Basel, Switzerland)2022

Bus Violence: An Open Benchmark for Video Violence Detection on Public Transport.

Luca Ciampi, Paweł Foszner, Nicola Messina, Michał Staniszewski, Claudio Gennaro, Fabrizio Falchi, Gianluca Serao, Michał Cogiel, Dominik Golba, Agnieszka Szczęsna and 1 more

Open access · goldAbstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed
2.3field-weighted citation impact, top 10% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

5 citing papers in PubMed, 23 citations in OpenAlex.

  1. Article
  2. Article
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  4. Multi-Sensors for Human Activity Recognition.Sensors (Basel, Switzerland) · 2023
    Article
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

11 authors at 3 institutions in 2 countries.

Luca CiampiInstitute of Information Science and Technologies, National Research Council, Via G. Moruzzi 1, 56124 Pisa, Italy.ORCID 0000-0002-6985-0439
Paweł FosznerDepartment of Computer Graphics, Vision and Digital Systems, Faculty of Automatic Control, Electronics and Computer Science, Silesian University of Technology, Akademicka 2A, 44-100 Gliwice, Poland.ORCID 0000-0001-5491-9096
Nicola MessinaInstitute of Information Science and Technologies, National Research Council, Via G. Moruzzi 1, 56124 Pisa, Italy.ORCID 0000-0003-3011-2487
Michał StaniszewskiDepartment of Computer Graphics, Vision and Digital Systems, Faculty of Automatic Control, Electronics and Computer Science, Silesian University of Technology, Akademicka 2A, 44-100 Gliwice, Poland.ORCID 0000-0001-9659-7451
Claudio GennaroInstitute of Information Science and Technologies, National Research Council, Via G. Moruzzi 1, 56124 Pisa, Italy.ORCID 0000-0002-3715-149X
Fabrizio FalchiInstitute of Information Science and Technologies, National Research Council, Via G. Moruzzi 1, 56124 Pisa, Italy.ORCID 0000-0001-6258-5313
Gianluca SeraoDepartment of Information Engineering, University of Pisa, Via Girolamo Caruso, 16, 56122 Pisa, Italy.
Michał CogielBlees sp. z o.o., Zygmunta Starego 24a/10, 44-100 Gliwice, Poland.
Dominik GolbaBlees sp. z o.o., Zygmunta Starego 24a/10, 44-100 Gliwice, Poland.
Agnieszka SzczęsnaDepartment of Computer Graphics, Vision and Digital Systems, Faculty of Automatic Control, Electronics and Computer Science, Silesian University of Technology, Akademicka 2A, 44-100 Gliwice, Poland.ORCID 0000-0002-4354-8258
Giuseppe AmatoInstitute of Information Science and Technologies, National Research Council, Via G. Moruzzi 1, 56124 Pisa, Italy.ORCID 0000-0003-0171-4315
Istituto di Scienza e Tecnologie dell'Informazione "Alessandro Faedo" · ITSilesian University of Technology · PLUniversity of Pisa · IT

Funding

EC H2020 ``AI4media: a Centre of Excellence delivering next generation AI Research and Training at the service of Media, Society and Democracy'' GA 951911European Union funds awarded to Blees Sp. z o.o. POIR.01.01.01-00-0952/20-00Tuscany POR FSE INAROS (INtelligenza ARtificiale per il mOnitoraggio e Supporto agli anziani) POR FSE CUP B53D21008060008
6 · The paper itself

Abstract

The automatic detection of violent actions in public places through video analysis is difficult because the employed Artificial Intelligence-based techniques often suffer from generalization problems. Indeed, these algorithms hinge on large quantities of annotated data and usually experience a drastic drop in performance when used in scenarios never seen during the supervised learning phase. In this paper, we introduce and publicly release the

Indexed as

Artificial IntelligenceAggressionAlgorithmsViolenceaction recognitiondeep learningfight detectionvideo surveillanceviolence detectionviolence detection benchmarkviolence on public transport

Identifiers

PMID36366043
PMCPMC9658862
OpenAlexW4307983937

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.