EEG: pattern classification during emotional picture processing. - Timo Schuster; Sascha Gruss; Henrik Kessler; Andreas Scheck; Holger Hoffmann; Harald C. Traue (PETRA, 2010)

Comparison of subjectively experienced emotions and dispositions in man-machine and man-man scenarios. - Steffen Walter 001; Cornelia Wendt; Kerstin Limbrecht; Sascha Gruss; Harald C. Traue (GI-Jahrestagung, 2011)

Towards Pain Monitoring: Facial Expression, Head Pose, a new Database, an Automatic System and Remaining. - Philipp Werner; Ayoub Al-Hamadi; Robert Niese; Steffen Walter 001; Sascha Gruss; Harald C. Traue (BMVC, 2013)

The biovid heat pain database data for the advancement and systematic validation of an automated pain recognition system. - Steffen Walter 001; Sascha Gruss; Hagen Ehleiter; Jun-Wen Tan; Harald C. Traue; Stephen Clive Crawcour; Philipp Werner; Ayoub Al-Hamadi; Adriano O. Andrade (CYBCONF, 2013)

The Impact of Gender and Sexual Hormones on Automated Psychobiological Emotion Classification. - Stefanie Rukavina; Sascha Gruss; Jun-Wen Tan; David Hrabal; Steffen Walter 001; Harald C. Traue; Lucia Jerg-Bretzke (HCI (5), 2013)

Automatic heart rate estimation from painful faces. - Philipp Werner; Ayoub Al-Hamadi; Steffen Walter 001; Sascha Gruss; Harald C. Traue (ICIP, 2014)

Automatic Pain Recognition from Video and Biomedical Signals. - Philipp Werner; Ayoub Al-Hamadi; Robert Niese; Steffen Walter 001; Sascha Gruss; Harald C. Traue (ICPR, 2014)

Relationship between psychological traits and automated classification of pain intensity. - Xueyao Ma; Sascha Gruss; Harald C. Traue; Steffen Walter 001 (ISCT, 2015)

Classification analysis for the emotion recognition from psychobiological data. - Lin Zhang 034; Stefanie Rukavina; Sascha Gruss; Harald C. Traue; Dilana Hazer (ISCT, 2015)

Emotion Elicitation Using Film Clips: Effect of Age Groups on Movie Choice and Emotion Rating. - Dilana Hazer; Xueyao Ma; Stefanie Rukavina; Sascha Gruss; Steffen Walter 001; Harald C. Traue (HCI (27), 2015)

Data fusion for automated pain recognition. - Steffen Walter 001; Sascha Gruss; Harald C. Traue; Philipp Werner; Ayoub Al-Hamadi; Markus Kächele; Friedhelm Schwenker; Adriano de Oliveira Andrade; Gustavo Moreira (PervasiveHealth, 2015)

The SenseEmotion Database: A Multimodal Database for the Development and Systematic Validation of an Automatic Pain- and Emotion-Recognition System. - Maria Velana; Sascha Gruss; Georg Layher; Patrick Thiam; Yan Zhang 054; Daniel Schork; Viktor Kessler; Sascha Meudt; Heiko Neumann; Jonghwa Kim 001; Friedhelm Schwenker; Elisabeth André; et al. (MPRSS, 2016)

"BioVid Emo DB": A multimodal database for emotion analyses validated by subjective ratings. - Lin Zhang 034; Steffen Walter 001; Xueyao Ma; Philipp Werner; Ayoub Al-Hamadi; Harald C. Traue; Sascha Gruss (SSCI, 2016)

Preliminary classification of cognitive load states in a human machine interaction scenario. - Andreas Oschlies-Strobel; Sascha Gruss; Lucia Jerg-Bretzke; Steffen Walter 001; Dilana Hazer-Rau (ICCT, 2017)

Automatic Pain Assessment with Facial Activity Descriptors. - Philipp Werner; Ayoub Al-Hamadi; Kerstin Limbrecht-Ecklundt; Steffen Walter 001; Sascha Gruss; Harald C. Traue (IEEE Trans. Affect. Comput., 2017)

Twofold-Multimodal Pain Recognition with the X-ITE Pain Database. - Philipp Werner; Ayoub Al-Hamadi; Sascha Gruss; Steffen Walter 001 (ACII Workshops, 2019)

Automatic vs. Human Recognition of Pain Intensity from Facial Expression on the X-ITE Pain Database. - Ehsan Othman; Philipp Werner; Frerk Saxen; Ayoub Al-Hamadi; Sascha Gruss; Steffen Walter 001 (Sensors, 2021)

Multi-Modal Pain Intensity Recognition Based on the SenseEmotion Database. - Patrick Thiam; Viktor Kessler; Mohammadreza Amirian; Peter Bellmann; Georg Layher; Yan Zhang 054; Maria Velana; Sascha Gruss; Steffen Walter 001; Harald C. Traue; Daniel Schork; Jonghwa Kim 001; et al. (IEEE Trans. Affect. Comput., 2021)

Automatic Recognition Methods Supporting Pain Assessment: A Survey. - Philipp Werner; Daniel Lopez Martinez; Steffen Walter 001; Ayoub Al-Hamadi; Sascha Gruss; Rosalind W. Picard (IEEE Trans. Affect. Comput., 2022)

Pain Recognition Differences between Female and Male Subjects: An Analysis based on the Physiological Signals of the X-ITE Pain Database. - Tobias B. Ricken; Peter Bellmann; Sascha Gruss; Hans A. Kestler; Steffen Walter 001; Friedhelm Schwenker (ICMI Companion, 2023)

Classification networks for continuous automatic pain intensity monitoring in video using facial expression on the X-ITE Pain Database. - Ehsan Othman; Philipp Werner; Frerk Saxen; Ayoub Al-Hamadi; Sascha Gruss; Steffen Walter 003 (J. Vis. Commun. Image Represent., 2023)

ModMix: Data Augmentation for Multimodal Pain Detection. - Mehmet Erdal; Sascha Gruss; Steffen Walter 001; Friedhelm Schwenker (ICPR (Workshops and Challenges, 5), 2024)