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Conference Papers

Bargshady G; Goecke R, 2024, 'An Investigation of Video Vision Transformers for Depression Severity Estimation from Facial Video Data', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Springer Nature, pp. 211 - 220, http://dx.doi.org/10.1007/978-981-97-0376-0_16

Malik H; Dhillon H; Parameshwara R; Goecke R; Subramanian R, 2023, 'Examining the Influence of Personality and Multimodal Behavior on Hireability Impressions', in ACM International Conference Proceeding Series, Association for Computing Machinery (ACM), pp. 1 - 9, presented at Proceedings of the Fourteenth Indian Conference on Computer Vision, Graphics and Image Processing, http://dx.doi.org/10.1145/3627631.3627658

Bargshady G; Goecke R, 2023, 'Estimating Depression Severity from Long-Sequence Face Videos via an Ensemble Global Diverse Convolutional Model', in 2023 International Conference on Digital Image Computing: Techniques and Applications, DICTA 2023, Institute of Electrical and Electronics Engineers (IEEE), pp. 296 - 303, presented at 2023 International Conference on Digital Image Computing: Techniques and Applications (DICTA), 28 November 2023 - 01 December 2023, http://dx.doi.org/10.1109/DICTA60407.2023.00048

Parameshwara R; Radwan I; Asthana A; Abbasnejad I; Subramanian R; Goecke R, 2023, 'Efficient Labelling of Affective Video Datasets via Few-Shot & Multi-Task Contrastive Learning', in MM 2023 - Proceedings of the 31st ACM International Conference on Multimedia, Association for Computing Machinery (ACM), pp. 6161 - 6170, presented at Proceedings of the 31st ACM International Conference on Multimedia, http://dx.doi.org/10.1145/3581783.3613784

Dhall A; Singh M; Goecke R; Gedeon T; Zeng D; Wang Y; Ikeda K, 2023, 'EmotiW 2023: Emotion Recognition in the Wild Challenge', in ACM International Conference Proceeding Series, Association for Computing Machinery (ACM), pp. 746 - 749, presented at INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION, http://dx.doi.org/10.1145/3577190.3616545

Gahalawat M; Fernandez Rojas R; Guha T; Subramanian R; Goecke R, 2023, 'Explainable Depression Detection via Head Motion Patterns', in ACM International Conference Proceeding Series, Association for Computing Machinery (ACM), pp. 261 - 270, presented at INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION, http://dx.doi.org/10.1145/3577190.3614130

Narayana S; Radwan I; Parameshwara R; Abbasnejad I; Asthana A; Subramanian R; Goecke R, 2023, 'A Weakly Supervised Approach to Emotion-change Prediction and Improved Mood Inference', in 2023 11th International Conference on Affective Computing and Intelligent Interaction, ACII 2023, Institute of Electrical and Electronics Engineers (IEEE), pp. 1 - 8, presented at 2023 11th International Conference on Affective Computing and Intelligent Interaction (ACII), 10 September 2023 - 13 September 2023, http://dx.doi.org/10.1109/ACII59096.2023.10388146

Parameshwara R; Radwan I; Subramanian R; Goecke R, 2023, 'Examining Subject-Dependent and Subject-Independent Human Affect Inference from Limited Video Data', in 2023 IEEE 17th International Conference on Automatic Face and Gesture Recognition, FG 2023, Institute of Electrical and Electronics Engineers (IEEE), pp. 1 - 6, presented at 2023 IEEE 17th International Conference on Automatic Face and Gesture Recognition (FG), 05 January 2023 - 08 January 2023, http://dx.doi.org/10.1109/FG57933.2023.10042798

Ireland J; Radwan I; Herath D; Goecke R, 2022, 'Can Synthetic Data Improve Multi-Class Counting of Surgical Instruments?', in 2022 International Conference on Digital Image Computing: Techniques and Applications, DICTA 2022, Institute of Electrical and Electronics Engineers (IEEE), pp. 1 - 7, presented at 2022 International Conference on Digital Image Computing: Techniques and Applications (DICTA), 30 November 2022 - 02 December 2022, http://dx.doi.org/10.1109/DICTA56598.2022.10034591

Narayana S; Subramanian R; Radwan I; Goecke R, 2022, 'To Improve Is to Change: Towards Improving Mood Prediction by Learning Changes in Emotion', in ACM International Conference Proceeding Series, Association for Computing Machinery (ACM), pp. 36 - 41, presented at INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION, http://dx.doi.org/10.1145/3536220.3563685

Bai M; Goecke R; Herath D, 2021, 'MICRO-EXPRESSION RECOGNITION BASED ON VIDEO MOTION MAGNIFICATION AND PRE-TRAINED NEURAL NETWORK', in Proceedings - International Conference on Image Processing, ICIP, Institute of Electrical and Electronics Engineers (IEEE), pp. 549 - 553, presented at 2021 IEEE International Conference on Image Processing (ICIP), 19 September 2021 - 22 September 2021, http://dx.doi.org/10.1109/ICIP42928.2021.9506793

Ahmad D; Goecke R; Ireland J, 2021, 'CNN Depression Severity Level Estimation from Upper Body vs. Face-Only Images', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Springer Nature, pp. 744 - 758, http://dx.doi.org/10.1007/978-3-030-68780-9_56

Bai M; Goecke R, 2020, 'Investigating LSTM for micro-expression recognition', in ICMI 2020 Companion - Companion Publication of the 2020 International Conference on Multimodal Interaction, Association for Computing Machinery (ACM), pp. 7 - 11, presented at Companion Publication of the 2020 International Conference on Multimodal Interaction, http://dx.doi.org/10.1145/3395035.3425248

Dhall A; Sharma G; Goecke R; Gedeon T, 2020, 'EmotiW 2020: Driver Gaze, Group Emotion, Student Engagement and Physiological Signal based Challenges', in ICMI 2020 - Proceedings of the 2020 International Conference on Multimodal Interaction, Association for Computing Machinery (ACM), pp. 784 - 789, presented at Proceedings of the 2020 International Conference on Multimodal Interaction, http://dx.doi.org/10.1145/3382507.3417973

Hinwood D; Herath D; Goecke R, 2020, 'Towards the Design of a Human-Inspired Gripper for Textile Manipulation', in IEEE International Conference on Automation Science and Engineering, Institute of Electrical and Electronics Engineers (IEEE), pp. 913 - 920, presented at 2020 IEEE 16th International Conference on Automation Science and Engineering (CASE), 20 August 2020 - 21 August 2020, http://dx.doi.org/10.1109/CASE48305.2020.9216964

Alzyadat T; Praet S; Chetty G; Goecke R; Hughes D; Kumar D; Welvaert M; Vlahovich N; Waddington G, 2020, 'Automatic Segmentation of Achilles Tendon Tissues Using Deep Convolutional Neural Network', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Springer Nature, pp. 444 - 454, http://dx.doi.org/10.1007/978-3-030-59861-7_45

Kumar D; Sharma D; Goecke R, 2020, 'Feature Map Augmentation to Improve Rotation Invariance in Convolutional Neural Networks', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Springer Nature, pp. 348 - 359, http://dx.doi.org/10.1007/978-3-030-40605-9_30

Mustafa A; Khan S; Hayat M; Goecke R; Shen J; Shao L, 2019, 'Adversarial defense by restricting the hidden space of deep neural networks', in Proceedings of the IEEE International Conference on Computer Vision, Institute of Electrical and Electronics Engineers (IEEE), pp. 3384 - 3393, presented at 2019 IEEE/CVF International Conference on Computer Vision (ICCV), 27 October 2019 - 02 November 2019, http://dx.doi.org/10.1109/ICCV.2019.00348

Dhall A; Ghosh S; Goecke R; Gedeon T, 2019, 'EmotiW 2019: Automatic emotion, engagement and cohesion prediction tasks', in ICMI 2019 - Proceedings of the 2019 International Conference on Multimodal Interaction, Association for Computing Machinery (ACM), pp. 546 - 550, presented at 2019 International Conference on Multimodal Interaction, http://dx.doi.org/10.1145/3340555.3355710

Ismail H; Radwan I; Suominen H; Goecke R, 2019, 'Gait Estimation and Analysis from Noisy Observations', in Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, Institute of Electrical and Electronics Engineers (IEEE), United States, pp. 2707 - 2712, presented at 2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), United States, 23 July 2019 - 27 July 2019, http://dx.doi.org/10.1109/EMBC.2019.8857156

Ismail H; Radwan I; Suominen H; Waddington G; Goecke R, 2019, 'Sway Risk Analysis Based on Age Group Classification', in Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, Institute of Electrical and Electronics Engineers (IEEE), United States, pp. 392 - 398, presented at 2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), United States, 23 July 2019 - 27 July 2019, http://dx.doi.org/10.1109/EMBC.2019.8856843

Bhatia S; Goecke R; Hammal Z; Cohn JF, 2019, 'Automated measurement of head movement synchrony during dyadic depression severity interviews', in Proceedings - 14th IEEE International Conference on Automatic Face and Gesture Recognition, FG 2019, Institute of Electrical and Electronics Engineers (IEEE), United States, pp. 1 - 8, presented at 2019 14th IEEE International Conference on Automatic Face & Gesture Recognition (FG 2019), United States, 14 May 2019 - 18 May 2019, http://dx.doi.org/10.1109/FG.2019.8756509

Radwan I; Asthana A; Ismail H; Keating B; Goecke R, 2019, 'Estimation of missing human body parts via bidirectional LSTM', in Proceedings - 14th IEEE International Conference on Automatic Face and Gesture Recognition, FG 2019, Institute of Electrical and Electronics Engineers (IEEE), pp. 1 - 5, presented at 2019 14th IEEE International Conference on Automatic Face & Gesture Recognition (FG 2019), 14 May 2019 - 18 May 2019, http://dx.doi.org/10.1109/FG.2019.8756597

Dhall A; Kaur A; Goecke R; Gedeon T, 2018, 'EmotiW 2018', in Proceedings of the 20th ACM International Conference on Multimodal Interaction, Association for Computing Machinery (ACM), pp. 653 - 656, presented at Proceedings of the 20th ACM International Conference on Multimodal Interaction, http://dx.doi.org/10.1145/3242969.3264993

Bhatia S; Hayat M; Goecke R, 2017, 'A multimodal system to characterise melancholia: Cascaded bag of words approach', in ICMI 2017 - Proceedings of the 19th ACM International Conference on Multimodal Interaction, Association for Computing Machinery (ACM), pp. 274 - 280, presented at Proceedings of the 19th ACM International Conference on Multimodal Interaction, http://dx.doi.org/10.1145/3136755.3136766

Dhall A; Goecke R; Ghosh S; Joshi J; Hoey J; Gedeon T, 2017, 'From individual to group-level emotion recognition: Emoti W 5.0', in ICMI 2017 - Proceedings of the 19th ACM International Conference on Multimodal Interaction, Association for Computing Machinery (ACM), pp. 524 - 528, presented at Proceedings of the 19th ACM International Conference on Multimodal Interaction, http://dx.doi.org/10.1145/3136755.3143004

Dang T; Atcheson M; Stasak B; Hayat M; Goecke R; Huang Z; Le P; Epps J; Jayawardena S; Sethu V, 2017, 'Investigating word affect features and fusion of probabilistic predictions incorporating uncertainty in AVEC 2017', in Ringeval F; Schuller BW; Valstar MF; Gratch J; Cowie R; Pantic M (eds.), AVEC 2017 - Proceedings of the 7th Annual Workshop on Audio/Visual Emotion Challenge, co-located with MM 2017, Association for Computing Machinery (ACM), Mountain View, California, USA, pp. 27 - 35, presented at 7th Annual Workshop on Audio/Visual Emotion Challenge, Mountain View, California, USA, 23 October 2017 - 23 October 2017, http://dx.doi.org/10.1145/3133944.3133952

Plested JF; Gedeon TD; Zhu XY; Dhall A; Geocke R; Goecke R, 2017, 'Detection of universal cross-cultural depression indicators from the physiological signals of observers', in 2017 7th International Conference on Affective Computing and Intelligent Interaction Workshops and Demos, ACIIW 2017, Institute of Electrical and Electronics Engineers (IEEE), pp. 185 - 192, presented at 2017 Seventh International Conference on Affective Computing and Intelligent Interaction Workshops and Demos (ACIIW), 23 October 2017 - 26 October 2017, http://dx.doi.org/10.1109/ACIIW.2017.8272612

Mustafa A; Bhatia S; Hayat M; Goecke R, 2017, 'Heart rate estimation from facial videos for depression analysis', in 2017 7th International Conference on Affective Computing and Intelligent Interaction, ACII 2017, Institute of Electrical and Electronics Engineers (IEEE), pp. 498 - 503, presented at 2017 Seventh International Conference on Affective Computing and Intelligent Interaction (ACII), 23 October 2017 - 26 October 2017, http://dx.doi.org/10.1109/ACII.2017.8273645

Stasak B; Epps J; Goecke R, 2017, 'Elicitation design for acoustic depression classification: An investigation of articulation effort, linguistic complexity, and word affect', in Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH, Stockholm, Sweden, pp. 834 - 838, presented at INTERSPEECH 2017, Stockholm, Sweden, 20 August 2017 - 24 August 2017, http://dx.doi.org/10.21437/Interspeech.2017-1223

Hayat M; Khan SH; Werghi N; Goecke R, 2017, 'Joint registration and representation learning for unconstrained face identification', in Proceedings - 30th IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2017, Institute of Electrical and Electronics Engineers (IEEE), pp. 1551 - 1560, presented at 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 21 July 2017 - 26 July 2017, http://dx.doi.org/10.1109/CVPR.2017.169

Bhatia S; Hayat M; Breakspear M; Parker G; Goecke R, 2017, 'A Video-Based Facial Behaviour Analysis Approach to Melancholia', in Proceedings - 12th IEEE International Conference on Automatic Face and Gesture Recognition, FG 2017 - 1st International Workshop on Adaptive Shot Learning for Gesture Understanding and Production, ASL4GUP 2017, Biometrics in the Wild, Bwild 2017, Heterogeneous Face Recognition, HFR 2017, Joint Challenge on Dominant and Complementary Emotion Recognition Using Micro Emotion Features and Head-Pose Estimation, DCER and HPE 2017 and 3rd Facial Expression Recognition and Analysis Challenge, FERA 2017, Institute of Electrical and Electronics Engineers (IEEE), Washington, DC, USA, pp. 754 - 761, presented at 2017 12th IEEE International Conference on Automatic Face & Gesture Recognition (FG 2017), Washington, DC, USA, 30 May 2017 - 03 June 2017, http://dx.doi.org/10.1109/FG.2017.94

Ismail H; Radwan I; Suominen H; Waddington G; Goecke R, 2017, 'Human Postural Sway Estimation from Noisy Observations', in Proceedings - 12th IEEE International Conference on Automatic Face and Gesture Recognition, FG 2017 - 1st International Workshop on Adaptive Shot Learning for Gesture Understanding and Production, ASL4GUP 2017, Biometrics in the Wild, Bwild 2017, Heterogeneous Face Recognition, HFR 2017, Joint Challenge on Dominant and Complementary Emotion Recognition Using Micro Emotion Features and Head-Pose Estimation, DCER and HPE 2017 and 3rd Facial Expression Recognition and Analysis Challenge, FERA 2017, Institute of Electrical and Electronics Engineers (IEEE), pp. 454 - 461, presented at 2017 12th IEEE International Conference on Automatic Face & Gesture Recognition (FG 2017), 30 May 2017 - 03 June 2017, http://dx.doi.org/10.1109/FG.2017.62

Dhall A; Goecke R; Joshi J; Hoey J; Gedeon T, 2016, 'Emoti W 2016: Video and group-level emotion recognition challenges', in ICMI 2016 - Proceedings of the 18th ACM International Conference on Multimodal Interaction, pp. 427 - 432, http://dx.doi.org/10.1145/2993148.2997638

Dhall A; Goecke R; Joshi J; Gedeon T, 2016, 'Emotion recognition in the wild challenge 2016', in ICMI 2016 - Proceedings of the 18th ACM International Conference on Multimodal Interaction, pp. 587 - 588, http://dx.doi.org/10.1145/2993148.3007626

Stasak B; Epps J; Cummins N; Goecke R, 2016, 'An investigation of emotional speech in depression classification', in Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH, San Francisco, Ca, USA, pp. 485 - 489, presented at 2016 Annual Conference of the International Speech Communication Association, INTERSPEECH, San Francisco, Ca, USA, 08 September 2016 - 12 September 2016, http://dx.doi.org/10.21437/Interspeech.2016-867

Alghowinem S; Goecke R; Epps J; Wagner M; Cohn J, 2016, 'Cross-cultural depression recognition from vocal biomarkers', in Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH, San Francisco, CA, USA, pp. 1943 - 1947, presented at Interspeech 2016, San Francisco, CA, USA, 08 September 2016 - 12 September 2016, http://dx.doi.org/10.21437/Interspeech.2016-1339

Murthy OVR; Goecke R, 2016, 'Injury Mechanism Classification in Soccer Videos', in Proceedings of the IEEE International Conference on Computer Vision, pp. 774 - 779, http://dx.doi.org/10.1109/ICCVW.2015.105

Rajagopalan SS; Morency LP; Baltrušaitis T; Goecke R, 2016, 'Extending long short-term memory for multi-view structured learning', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), pp. 338 - 353, http://dx.doi.org/10.1007/978-3-319-46478-7_21

Bozorgtabar B; Goecke R, 2015, 'Multi-level action detection via learning latent structure', in Proceedings - International Conference on Image Processing, ICIP, pp. 3004 - 3008, http://dx.doi.org/10.1109/ICIP.2015.7351354

Dhall A; Goecke R, 2015, 'A temporally piece-wise fisher vector approach for depression analysis', in 2015 International Conference on Affective Computing and Intelligent Interaction, ACII 2015, pp. 255 - 259, http://dx.doi.org/10.1109/ACII.2015.7344580

Dhall A; Ramana Murthy OV; Goecke R; Joshi J; Gedeon T, 2015, 'Video and image based Emotion recognition challenges in the wild: EmotiW 2015', in ICMI 2015 - Proceedings of the 2015 ACM International Conference on Multimodal Interaction, pp. 423 - 426, http://dx.doi.org/10.1145/2818346.2829994

Alghowinem S; Goecke R; Cohn JF; Wagner M; Parker G; Breakspear M, 2015, 'Cross-cultural detection of depression from nonverbal behaviour', in 2015 11th IEEE International Conference and Workshops on Automatic Face and Gesture Recognition, FG 2015, http://dx.doi.org/10.1109/FG.2015.7163113

Rajagopalan SS; Murthy OVR; Goecke R; Rozga A, 2015, 'Play with me - Measuring a child's engagement in a social interaction', in 2015 11th IEEE International Conference and Workshops on Automatic Face and Gesture Recognition, FG 2015, http://dx.doi.org/10.1109/FG.2015.7163129

Dhall A; Joshi J; Sikka K; Goecke R; Sebe N, 2015, 'The more the merrier: Analysing the affect of a group of people in images', in 2015 11th IEEE International Conference and Workshops on Automatic Face and Gesture Recognition, FG 2015, http://dx.doi.org/10.1109/FG.2015.7163151

Alghowinem S; Goecke R; Cohn JF; Wagner M; Parker G; Breakspear M, 2015, 'Cross-Cultural Detection of Depression from Nonverbal Behaviour', in 2015 11TH IEEE INTERNATIONAL CONFERENCE AND WORKSHOPS ON AUTOMATIC FACE AND GESTURE RECOGNITION (FG), VOL. 4, IEEE, Ljubljana, SLOVENIA, presented at IEEE 11th International Conference and Workshops on Automatic Face and Gesture Recognition (FG), Ljubljana, SLOVENIA, 04 May 2015 - 08 May 2015, http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000380388000035&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=891bb5ab6ba270e68a29b250adbe88d1

Alghowinem S; Goecke R; Cohn JF; Wagner M; Parker G; Breakspear M, 2015, 'Cross-Cultural Detection of Depression from Nonverbal Behaviour', in 2015 11TH IEEE INTERNATIONAL CONFERENCE AND WORKSHOPS ON AUTOMATIC FACE AND GESTURE RECOGNITION (FG), VOL. 1, IEEE, SLOVENIA, Ljubljana, presented at IEEE 11th International Conference and Workshops on Automatic Face and Gesture Recognition (FG), SLOVENIA, Ljubljana, 04 May 2015 - 08 May 2015, https://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000380379900035&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=891bb5ab6ba270e68a29b250adbe88d1

Bozorgtabar B; Goecke R, 2015, 'Discriminative multi-task sparse learning for robust visual tracking using conditional random field', in 2014 International Conference on Digital Image Computing: Techniques and Applications, DICTA 2014, http://dx.doi.org/10.1109/DICTA.2014.7008102

Bozorgtabar B; Goecke R, 2015, 'Robust visual tracking via rank-constrained sparse learning', in 2014 International Conference on Digital Image Computing: Techniques and Applications, DICTA 2014, http://dx.doi.org/10.1109/DICTA.2014.7008129

Bozorgtabar B; Goecke R, 2015, 'Enhanced laplacian group sparse learning with lifespan outlier rejection for visual tracking', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), pp. 564 - 578, http://dx.doi.org/10.1007/978-3-319-16814-2_37


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