MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset | Paper Citation Record

Observation 587ea0cf-2f3e-43f4-9514-19426f792133 · outbound

This paper cites A review of affective computing: From unimodal analysis to multimodal fusion.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset A review of affective computing: From unimodal analysis to multimodal fusion

Reference 1

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Observation 89085507-c99d-4d84-b3bf-56c4b26bb940 · outbound

This paper cites Deap: A database for emotion analysis; using physiological signals.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Deap: A database for emotion analysis; using physiological signals

Reference 2

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Observation a7628bcd-5e7b-4377-ac91-30bed9fec5c5 · outbound

This paper cites Vreed: Virtual reality emotion recognition dataset using eye tracking & physiological measures.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Vreed: Virtual reality emotion recognition dataset using eye tracking & physiological measures

Reference 3

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Observation 026e81d4-c06f-4d3d-bc6e-a017d2a283b6 · outbound

This paper cites Real-time Automatic Emotion Recognition from Body Gestures.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Real-time Automatic Emotion Recognition from Body Gestures

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-08-05T13:06:04.665397Z

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Observation 1a232b48-fec8-4ba3-adcd-e2d0669a2ff5 · outbound

This paper cites A systematic review on affective computing: Emotion models, databases, and recent advances.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset A systematic review on affective computing: Emotion models, databases, and recent advances

Reference 5

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Observation 3d4b451a-90ca-4747-8730-c444384cc136 · outbound

This paper cites EEVR: A Dataset of Paired Physiological Signals and Textual Descriptions for Joint Emotion Representation Learning.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset EEVR: A Dataset of Paired Physiological Signals and Textual Descriptions for Joint Emotion Representation Learning

Reference 6

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Observation 0b14b91c-c61a-4601-9d89-3d154717ed32 · outbound

This paper cites Emotion classification with multi‐modal physiological signals using multi‐attention‐based neural network.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Emotion classification with multi‐modal physiological signals using multi‐attention‐based neural network

Reference 7

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Observation 6031a811-8fad-4b07-967d-2d37e1ddd8bc · outbound

This paper cites Emotion recognition based on multi-modal physiological signals and transfer learning.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Emotion recognition based on multi-modal physiological signals and transfer learning

Reference 8

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Observation c6fc39a1-7e0e-4947-878f-48fbc1d9c94f · outbound

This paper cites Advancing emotion recognition with Virtual Reality: A multimodal approach using physiological signals and machine learning.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Advancing emotion recognition with Virtual Reality: A multimodal approach using physiological signals and machine learning

Reference 9

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Observation abacec87-dbb0-4414-a2d1-0db3d15383bf · outbound

This paper cites Multimodal Emotion Recognition using visual, vocal and Physiological Signals: a review.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Multimodal Emotion Recognition using visual, vocal and Physiological Signals: a review

Reference 10

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Observation 85fa9e35-8cbb-4a33-846e-dce9cf6bee46 · outbound

This paper cites Emotion recognition with multi-modal peripheral physiological signals.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Emotion recognition with multi-modal peripheral physiological signals

Reference 11

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Observation 554521f8-0edc-407a-9dbd-761618d76ef5 · outbound

This paper cites Virtual reality for emotion elicitation–a review.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Virtual reality for emotion elicitation–a review

Reference 12

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Source-reported events for the cited work

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Observation 73f31748-8b87-4050-88d8-551ea7984b85 · outbound

This paper cites Virtual reality technology.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Virtual reality technology

Reference 13

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Source-reported events for the cited work

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Observation fcadc4b0-39e1-4748-97a9-591410be783e · outbound

This paper cites Is clinical virtual reality ready for primetime?.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Is clinical virtual reality ready for primetime?

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:07.318761Z

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Observation 6d05c9ce-fd57-419b-ba6d-6ab97c8a01b2 · outbound

This paper cites A systematic review of immersive virtual reality applications for higher education: Design elements, lessons learned, and research agenda.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset A systematic review of immersive virtual reality applications for higher education: Design elements, lessons learned, and research agenda

Reference 15

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Observation 15e42b90-d2b4-4606-9917-b023b17424af · outbound

This paper cites Affective computing in virtual reality: emotion recognition from brain and heartbeat dynamics using wearable sensors.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Affective computing in virtual reality: emotion recognition from brain and heartbeat dynamics using wearable sensors

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:07.300218Z

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Observation f3e0462b-f99f-4cb7-b4b9-b43901ba1e46 · outbound

This paper cites Virtual reality in the assessment, understanding, and treatment of mental health disorders.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Virtual reality in the assessment, understanding, and treatment of mental health disorders

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:07.291728Z

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Observation 704c05bd-8537-4f98-9166-612f671c4ef6 · outbound

This paper cites A discussion of cybersickness in virtual environments.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset A discussion of cybersickness in virtual environments

Reference 18

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Observation 97de8a00-34c7-475d-be9d-5f56c02e3392 · outbound

This paper cites Multimodal machine learning: A survey and taxonomy.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Multimodal machine learning: A survey and taxonomy

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:07.273531Z

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Observation abf0ed7e-b948-41ad-af90-50f129ae5e27 · outbound

This paper cites Multimodal emotion recognition: A comprehensive review, trends, and challenges.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Multimodal emotion recognition: A comprehensive review, trends, and challenges

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:07.264930Z

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Observation 80d87499-495d-4566-b5c6-08afbd3ad599 · outbound

This paper cites A survey of affect recognition methods: audio, visual and spontaneous expressions.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset A survey of affect recognition methods: audio, visual and spontaneous expressions

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:07.255961Z

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Observation 56b18ddb-59be-4930-9c83-e88b7aa92de7 · outbound

This paper cites Affect detection: An interdisciplinary review of models, methods, and their applications.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Affect detection: An interdisciplinary review of models, methods, and their applications

Reference 22

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Observation 517d90a3-fc48-40e2-8c9d-1ef1571c5a01 · outbound

This paper cites The Magic XRoom: A Flexible VR Platform for Controlled Emotion Elicitation and Recognition.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset The Magic XRoom: A Flexible VR Platform for Controlled Emotion Elicitation and Recognition

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:07.237031Z

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Observation 0b20a06b-14cb-47b6-b93b-49ee80218e3b · outbound

This paper cites an unresolved cited work.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Unresolved cited work

Reference 24

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Observation fa0e217f-1966-43cf-9831-3804b90ec328 · outbound

This paper cites Synthetic Data Generation by Supervised Neural Gas Network for Physiological Emotion Recognition Data.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Synthetic Data Generation by Supervised Neural Gas Network for Physiological Emotion Recognition Data

Reference 25

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Observation 9aed9101-75c2-408b-8008-df21d0dbb90d · outbound

This paper cites Introduction to Facial Micro Expressions Analysis Using Color and Depth Images: A Matlab Coding Approach (Second Edition, 2023).

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Introduction to Facial Micro Expressions Analysis Using Color and Depth Images: A Matlab Coding Approach (Second Edition, 2023)

Reference 26

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Observation 70ab3ce2-3c70-4149-a710-c731711d31c8 · outbound

This paper cites Emotion Recognition in Adaptive Virtual Reality Settings: Challenges and Opportunities.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Emotion Recognition in Adaptive Virtual Reality Settings: Challenges and Opportunities

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:07.227912Z

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Observation 671368a7-6170-439e-b975-e3c2eca7a6ac · outbound

This paper cites Bees Local Phase Quantisation Feature Selection for RGB-D Facial Expression Recognition.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Bees Local Phase Quantisation Feature Selection for RGB-D Facial Expression Recognition

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:07.219180Z

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Observation 5f04b23b-a476-4b50-b0e6-a7865064dfb2 · outbound

This paper cites Pupil size variation as an indication of affective processing.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Pupil size variation as an indication of affective processing

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:07.209963Z

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Observation 539a8844-412c-4449-a8ca-2ecfe1ceb5cc · outbound

This paper cites Affective body expression perception and recognition: A survey.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Affective body expression perception and recognition: A survey

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:07.201064Z

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Observation b2597e7f-0d74-4927-aa85-e9fbf0d29b3f · outbound

This paper cites an unresolved cited work.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Unresolved cited work

Reference 31

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Observation b66a5f49-70a0-4978-811d-99ed90ed9a8a · outbound

This paper cites Toward machine emotional intelligence: Analysis of affective physiological state.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Toward machine emotional intelligence: Analysis of affective physiological state

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:07.191557Z

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Observation 3e2b2c4e-30fb-49b8-a16c-6009ae6a355e · outbound

This paper cites Emotion assessment: Arousal evaluation using EEG’s and peripheral physiological signals.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Emotion assessment: Arousal evaluation using EEG’s and peripheral physiological signals

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:07.182613Z

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Observation f0109e18-8318-4892-b9e4-6bd786b1362b · outbound

This paper cites Challenges in representation learning: A report on three machine learning contests.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Challenges in representation learning: A report on three machine learning contests

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:07.173808Z

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Observation e6faa66f-10ad-4146-8c3a-c275642053e1 · outbound

This paper cites Affectnet: A database for facial expression, valence, and arousal computing in the wild.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Affectnet: A database for facial expression, valence, and arousal computing in the wild

Reference 35

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Observation 58b1c544-9a5d-4d35-9896-9b0cdb86d088 · outbound

This paper cites Dynamic texture recognition using local binary patterns with an application to facial expressions.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Dynamic texture recognition using local binary patterns with an application to facial expressions

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:07.156198Z

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 187787b2-0410-479e-bed6-0b63f5d09b82 · outbound

This paper cites A 3D facial expression database for facial behavior research.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset A 3D facial expression database for facial behavior research

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:07.147172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e6ec96e9-1aa1-436d-a2f7-d052c00558f0 · outbound

This paper cites Iranian kinect face database (IKFDB): a color-depth based face database collected by kinect v. 2 sensor.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Iranian kinect face database (IKFDB): a color-depth based face database collected by kinect v. 2 sensor

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:07.137615Z

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ee8a066c-02b1-4816-8b8d-22e281d52100 · outbound

This paper cites DREAMER: A database for emotion recognition through EEG and ECG signals from wireless low-cost off-the-shelf devices.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset DREAMER: A database for emotion recognition through EEG and ECG signals from wireless low-cost off-the-shelf devices

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:07.128152Z

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Observation 558e7756-f1c3-438d-a98a-6a6dfbc642b2 · outbound

This paper cites A multimodal database for affect recognition and implicit tagging.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset A multimodal database for affect recognition and implicit tagging

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:07.118489Z

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 024224ed-52ee-4957-bc2e-415c27808674 · outbound

This paper cites The biovid heat pain database data for the advancement and systematic validation of an automated pain recognition system.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset The biovid heat pain database data for the advancement and systematic validation of an automated pain recognition system

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:07.109621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 15f0bc4c-2cbf-44fb-8fbc-ba7a043b619b · outbound

This paper cites Introducing wesad, a multimodal dataset for wearable stress and affect detection.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Introducing wesad, a multimodal dataset for wearable stress and affect detection

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:07.099782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0a238b6d-7c6c-4606-8171-a0173b50079d · outbound

This paper cites Avdos-vr: Affective video database with physiological signals and continuous ratings collected remotely in vr.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Avdos-vr: Affective video database with physiological signals and continuous ratings collected remotely in vr

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:07.089322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 52f0b132-1983-4565-93ce-bb201a4793f1 · outbound

This paper cites eSEE-d: Emotional state estimation based on eye-tracking dataset.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset eSEE-d: Emotional state estimation based on eye-tracking dataset

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:07.063862Z

Source-reported events for the cited work

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Observation 61b9c11e-95ee-4730-a15a-cc80154976e8 · outbound

This paper cites EyeT4Empathy: Dataset of foraging for visual information, gaze typing and empathy assessment.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset EyeT4Empathy: Dataset of foraging for visual information, gaze typing and empathy assessment

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:06.920612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6011da78-dd11-4fae-ad18-2840994eb210 · outbound

This paper cites A database of German emotional speech.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset A database of German emotional speech

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:06.777930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 02c3c0a0-939b-473b-adf6-97973e2435a9 · outbound

This paper cites Surrey audio-visual expressed emotion (savee) database.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Surrey audio-visual expressed emotion (savee) database

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:06.598274Z

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 37636e07-2b35-4910-99d9-d8397faf78a2 · outbound

This paper cites Crema-d: Crowd-sourced emotional multimodal actors dataset.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Crema-d: Crowd-sourced emotional multimodal actors dataset

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-05T13:06:04.304769Z

Source-reported events for the cited work

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Observation d387cf6d-077e-4074-aa54-4a215c63c729 · outbound

This paper cites The Ryerson Audio-Visual Database of Emotional Speech and Song (RA VDESS): A dynamic, multimodal set of facial and vocal expressions in North American English.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset The Ryerson Audio-Visual Database of Emotional Speech and Song (RA VDESS): A dynamic, multimodal set of facial and vocal expressions in North American English

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:06.444729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a1be261f-3001-4a78-bdb5-252c862464a7 · outbound

This paper cites IEMOCAP: Interactive emotional dyadic motion capture database.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset IEMOCAP: Interactive emotional dyadic motion capture database

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:06.313065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 136324f2-3ebe-4807-9f2d-833f6f0b79e5 · outbound

This paper cites GoEmotions: A Dataset of Fine-Grained Emotions.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset GoEmotions: A Dataset of Fine-Grained Emotions

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-05T13:06:04.313237Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39a9a11b-f9a5-4811-8c47-fd93325325bb · outbound

This paper cites Semeval-2007 task 14: Affective text.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Semeval-2007 task 14: Affective text

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:06.169408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1d3c63d9-73a2-4bf1-90d3-4c7c0848b9b2 · outbound

This paper cites EmoBank: Studying the Impact of Annotation Perspective and Representation Format on Dimensional Emotion Analysis.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset EmoBank: Studying the Impact of Annotation Perspective and Representation Format on Dimensional Emotion Analysis

Reference 53

Resolution: verified exact; local_arxiv, observed 2026-08-05T13:06:04.617491Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 56e13303-038d-4077-af7a-afe609ceffa5 · outbound

This paper cites DailyDialog: A Manually Labelled Multi-turn Dialogue Dataset.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset DailyDialog: A Manually Labelled Multi-turn Dialogue Dataset

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-05T13:06:04.322270Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e12cef95-3b2f-4690-9c04-e449d2ee854a · outbound

This paper cites EmotionLines: An Emotion Corpus of Multi-Party Conversations.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset EmotionLines: An Emotion Corpus of Multi-Party Conversations

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-05T13:06:04.325584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f66eec6a-9632-4916-a98e-8492329bc497 · outbound

This paper cites The MPI emotional body expressions database for narrative scenarios.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset The MPI emotional body expressions database for narrative scenarios

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:06.027172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ce57d6c3-0961-489e-a504-c2afcae7faba · outbound

This paper cites Guide to the carnegie mellon university multimodal activity (cmu-mmac) database.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Guide to the carnegie mellon university multimodal activity (cmu-mmac) database

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:05.916527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7b6ced4f-02e0-4156-bb24-76c69b100890 · outbound

This paper cites Real-time style modelling of human locomotion via feature-wise transformations and local motion phases.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Real-time style modelling of human locomotion via feature-wise transformations and local motion phases

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:05.739217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ee8fe022-a526-4833-8d14-ff73839ca8fe · outbound

This paper cites Kinematic dataset of actors expressing emotions.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Kinematic dataset of actors expressing emotions

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:05.626111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation af2d4bf3-2713-466c-9ed4-ae5f883c9227 · outbound

This paper cites A motion capture library for the study of identity, gender, and emotion perception from biological motion.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset A motion capture library for the study of identity, gender, and emotion perception from biological motion

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:05.518160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation dc0c10c4-db7f-4b1e-a6d3-5292a53f533d · outbound

This paper cites AMASS: Archive of motion capture as surface shapes.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset AMASS: Archive of motion capture as surface shapes

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:05.347706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 68661455-c64c-4b52-88fd-c8780ac51b5b · outbound

This paper cites Motion Capture Dataset for Practical Use of AI-based Motion Editing and Stylization.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Motion Capture Dataset for Practical Use of AI-based Motion Editing and Stylization

Reference 62

Resolution: verified exact; local_arxiv, observed 2026-08-05T13:06:04.585621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5361d0a2-4082-493c-8889-60334aa60767 · outbound

This paper cites Emotion Detection on TV Show Transcripts with Sequence-Based Convolutional Neural Networks.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Emotion Detection on TV Show Transcripts with Sequence-Based Convolutional Neural Networks

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:05.170386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 57052bfa-b303-4447-963d-3fa477d840f0 · outbound

This paper cites A circumplex model of affect.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset A circumplex model of affect

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:05.050629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5a47b452-c65e-4f04-a46f-1d99f7528003 · outbound

This paper cites Neurophysiological and subjective responses to a virtual downhill cycling exercise.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Neurophysiological and subjective responses to a virtual downhill cycling exercise

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:04.969719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 28621c55-6b89-4c1d-89fd-276bdc6c5f42 · outbound

This paper cites Recognising human emotions from body movement and gesture dynamics.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Recognising human emotions from body movement and gesture dynamics

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:04.953990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 90a4ffa2-3b1c-4e7c-ad7f-5a740b4dc22c · outbound

This paper cites Emotion detection from natural walking.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Emotion detection from natural walking

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:04.931660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation dc40a0d0-9f8b-492c-9b33-a5e2b7d0ba2b · outbound

This paper cites Optimal processing of surface facial EMG to identify emotional expressions: A data-driven approach.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Optimal processing of surface facial EMG to identify emotional expressions: A data-driven approach

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:04.912478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e7e9a3f9-98e5-4840-95cd-c80cdbd7be32 · outbound

This paper cites Retracted: Human emotion recognition based on galvanic skin response signal feature selection and svm.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Retracted: Human emotion recognition based on galvanic skin response signal feature selection and svm

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:04.894148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a763b72a-c131-4186-ad94-3d4b1e4d09fe · outbound

This paper cites Decoding emotional experiences through physiological signal processing.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Decoding emotional experiences through physiological signal processing

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:04.876745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 26077b78-1625-4a92-b9d8-0d0605f68b8b · outbound

This paper cites Pupil dilation reflects the time course of emotion recognition in human vocalizations.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Pupil dilation reflects the time course of emotion recognition in human vocalizations

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:04.860301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 751d99e6-dbac-4e08-a187-2067e9158975 · outbound

This paper cites Eye‐tracking analysis for emotion recognition.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Eye‐tracking analysis for emotion recognition

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:04.844428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0f232f3e-9be1-4194-8491-5b7bc89d6367 · outbound

This paper cites Emotion recognition using eye-tracking: taxonomy, review and current challenges.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Emotion recognition using eye-tracking: taxonomy, review and current challenges

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:04.828451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4b764ce9-4973-4386-afc0-253394851820 · outbound

This paper cites Multimodal Fusion with Deep Neural Networks for Audio-Video Emotion Recognition.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Multimodal Fusion with Deep Neural Networks for Audio-Video Emotion Recognition

Reference 74

Resolution: verified exact; local_arxiv, observed 2026-08-05T13:06:04.572209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 78d5be2a-3ed1-4415-a406-cb29c7b1995c · outbound

This paper cites M3er: Multiplicative multimodal emotion recognition using facial, textual, and speech cues.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset M3er: Multiplicative multimodal emotion recognition using facial, textual, and speech cues

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:04.812450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 22d18c0d-c787-4f35-87a8-dfb26da63d16 · outbound

This paper cites Multimodal alignment and fusion: A survey.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Multimodal alignment and fusion: A survey

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-05T13:06:04.384143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ad9f665-ba37-4dc8-b4c8-d4d58031df24 · outbound

This paper cites Advances in feature selection with mutual information.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Advances in feature selection with mutual information

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:04.798474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e0c47389-b34e-4cdc-8b1d-5d0224f234b3 · outbound

This paper cites A novel feature selection based on one-way anova f-test for e-mail spam classification.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset A novel feature selection based on one-way anova f-test for e-mail spam classification

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:04.789285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f0061a2e-78cf-471d-b9dd-8b457a0d9aea · outbound

This paper cites Benchmark of filter methods for feature selection in high-dimensional gene expression survival data.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Benchmark of filter methods for feature selection in high-dimensional gene expression survival data

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:04.780173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 232483be-782e-48ba-9180-88f4cbb8d50b · outbound

This paper cites Autoassociative neural networks.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Autoassociative neural networks

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:04.771097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1bbf27d0-12a2-4bd3-8869-e2996a4fc697 · outbound

This paper cites A multi-stage dynamical fusion network for multimodal emotion recognition.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset A multi-stage dynamical fusion network for multimodal emotion recognition

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:04.761714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ac908e39-02dd-4638-9fc5-dfe47dafd94a · outbound

This paper cites A Comprehensive Survey on Deep Learning Multi-Modal Fusion: Methods, Technologies and Applications.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset A Comprehensive Survey on Deep Learning Multi-Modal Fusion: Methods, Technologies and Applications

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:04.752150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 281288bf-a2e1-4a1a-b5c0-641a5d43fd80 · outbound

This paper cites Emotion Recognition Using a Siamese Model and a Late Fusion-Based Multimodal Method in the WESAD Dataset with Hardware Accelerators.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Emotion Recognition Using a Siamese Model and a Late Fusion-Based Multimodal Method in the WESAD Dataset with Hardware Accelerators

Reference 83

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:04.742879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 35abac56-68c8-465f-af43-e5cd9f51a31a · outbound

This paper cites The elements of statistical learning: data mining, inference, and prediction.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset The elements of statistical learning: data mining, inference, and prediction

Reference 84

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:04.733365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation dd44d8d3-849e-4db9-98f2-5bc0c30b2ee5 · outbound

This paper cites Evaluation: from precision, recall and F-measure to ROC, informedness, markedness and correlation.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Evaluation: from precision, recall and F-measure to ROC, informedness, markedness and correlation

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-05T13:06:04.408618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d47e53f-8df2-448c-8a5d-31eeccb75796 · outbound

This paper cites A systematic analysis of performance measures for classification tasks.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset A systematic analysis of performance measures for classification tasks

Reference 86

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:04.723600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6c02d024-ae05-4de4-bf32-977450a38751 · outbound

This paper cites Assessing feature importance in eye-tracking data within virtual reality using explainable artificial intelligence techniques.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Assessing feature importance in eye-tracking data within virtual reality using explainable artificial intelligence techniques

Reference 87

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:04.713690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b52b96b2-d644-451d-9e14-44d5c407ce5a · outbound

This paper cites Similarity judgment within and across categories: A comprehensive model comparison.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Similarity judgment within and across categories: A comprehensive model comparison

Reference 88

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:04.703615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation deb0b26e-d67f-4a09-99a6-780767cc512a · outbound

This paper cites A Review of t-SNE.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset A Review of t-SNE

Reference 89

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:04.693861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d7d79c96-bd8b-441e-b996-f06325a5a141 · outbound

This paper cites UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-05T13:06:04.422500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 347a2cfd-5dd3-4ac8-9a34-beacbbddfda0 · outbound

This paper cites Examining convolutional feature extraction using Maximum Entropy (ME) and Signal-to-Noise Ratio (SNR) for image classification.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Examining convolutional feature extraction using Maximum Entropy (ME) and Signal-to-Noise Ratio (SNR) for image classification

Reference 91

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:04.684649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 51649521-d48a-4dae-ac50-968f0d13fa14 · outbound

This paper cites Violin plots: a box plot-density trace synergism.

MVRS: The Multimodal Virtual Reality Stimuli-based Emotion Recognition Dataset Violin plots: a box plot-density trace synergism

Reference 92

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:06:04.675036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers