HEMVIP: Human Evaluation of Multiple Videos in Parallel
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Abstract (arXiv)
In many research areas, for example motion and gesture generation, objective measures alone do not provide an accurate impression of key stimulus traits such as perceived quality or appropriateness. The gold standard is instead to evaluate these aspects through user studies, especially subjective evaluations of video stimuli. Common evaluation paradigms either present individual stimuli to be scored on Likert-type scales, or ask users to compare and rate videos in a pairwise fashion. However, the time and resources required for such evaluations scale poorly as the number of conditions to be compared increases. Building on standards used for evaluating the quality of multimedia codecs, this paper instead introduces a framework for granular rating of multiple comparable videos in parallel. This methodology essentially analyses all condition pairs at once. Our contributions are 1) a proposed framework, called HEMVIP, for parallel and granular evaluation of multiple video stimuli and 2) a validation study confirming that results obtained using the tool are in close agreement with results of prior studies using conventional multiple pairwise comparisons.
Key facts. Cited by 13 papers in the map (data through 14 Oct 2026). First posted on arXiv 28 Jan 2021.
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Citing papers per year: 2021: 1; 2022: 3; 2023: 6; 2024: 1; 2025: 2.
13 papers.
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- 2022ZeroEGGS: Zero-shot Example-based Gesture Generation from Speechcited by 84
- 2023A Comprehensive Review of Data-Driven Co-Speech Gesture Generationcited by 66
- 2022The GENEA Challenge 2022: A large evaluation of data-driven co-speech gesture generationcited by 40
- 2023Evaluating gesture generation in a large-scale open challenge: The GENEA Challenge 2022cited by 29
- 2023The GENEA Challenge 2023: A large scale evaluation of gesture generation models in monadic and dyadic settingscited by 28
- 2023Diffusion-Based Co-Speech Gesture Generation Using Joint Text and Audio Representationcited by 28
- 2021Integrated Speech and Gesture Synthesiscited by 16
- 2022The ReprGesture entry to the GENEA Challenge 2022cited by 9
- 2023Co-Speech Gesture Synthesis using Discrete Gesture Token Learningcited by 9
- 2023Towards the generation of synchronized and believable non-verbal facial behaviors of a talking virtual agentcited by 5
- 2024Towards a GENEA Leaderboard -- an Extended, Living Benchmark for Evaluating and Advancing Conversational Motion Synthesiscited by 3
- 2025Gesture Evaluation in Virtual Realitycited by 1
- 2025Conveying Meaning through Gestures: An Investigation into Semantic Co-Speech Gesture Generation20 Oct 2025
- 2025Gesture Evaluation in Virtual Reality16 Sep 2025
- 2024Towards a GENEA Leaderboard -- an Extended, Living Benchmark for Evaluating and Advancing Conversational Motion Synthesis8 Oct 2024
- 2023Towards the generation of synchronized and believable non-verbal facial behaviors of a talking virtual agent15 Sep 2023
- 2023Diffusion-Based Co-Speech Gesture Generation Using Joint Text and Audio Representation11 Sep 2023
- 2023The GENEA Challenge 2023: A large scale evaluation of gesture generation models in monadic and dyadic settings24 Aug 2023
- 2023Evaluating gesture generation in a large-scale open challenge: The GENEA Challenge 202215 Mar 2023
- 2023Co-Speech Gesture Synthesis using Discrete Gesture Token Learning4 Mar 2023
- 2023A Comprehensive Review of Data-Driven Co-Speech Gesture Generation13 Jan 2023
- 2022ZeroEGGS: Zero-shot Example-based Gesture Generation from Speech15 Sep 2022
- 2022The ReprGesture entry to the GENEA Challenge 202225 Aug 2022
- 2022The GENEA Challenge 2022: A large evaluation of data-driven co-speech gesture generation22 Aug 2022
1 more
- 2021Integrated Speech and Gesture Synthesis25 Aug 2021
- 2022ZeroEGGS: Zero-shot Example-based Gesture Generation from Speechcited by 84
- 2023A Comprehensive Review of Data-Driven Co-Speech Gesture Generationcited by 66
- 2022The GENEA Challenge 2022: A large evaluation of data-driven co-speech gesture generationcited by 40
- 2023Evaluating gesture generation in a large-scale open challenge: The GENEA Challenge 2022cited by 29
- 2023The GENEA Challenge 2023: A large scale evaluation of gesture generation models in monadic and dyadic settingscited by 28
- 2023Diffusion-Based Co-Speech Gesture Generation Using Joint Text and Audio Representationcited by 28
- 2021Integrated Speech and Gesture Synthesiscited by 16
- 2022The ReprGesture entry to the GENEA Challenge 2022cited by 9
- 2023Co-Speech Gesture Synthesis using Discrete Gesture Token Learningcited by 9
- 2023Towards the generation of synchronized and believable non-verbal facial behaviors of a talking virtual agentcited by 5
- 2024Towards a GENEA Leaderboard -- an Extended, Living Benchmark for Evaluating and Advancing Conversational Motion Synthesiscited by 3
- 2025Gesture Evaluation in Virtual Realitycited by 1
12 most cited of 13 All 13 (JSON)
- 2025Conveying Meaning through Gestures: An Investigation into Semantic Co-Speech Gesture Generation20 Oct 2025
- 2025Gesture Evaluation in Virtual Reality16 Sep 2025
- 2024Towards a GENEA Leaderboard -- an Extended, Living Benchmark for Evaluating and Advancing Conversational Motion Synthesis8 Oct 2024
- 2023Towards the generation of synchronized and believable non-verbal facial behaviors of a talking virtual agent15 Sep 2023
- 2023Diffusion-Based Co-Speech Gesture Generation Using Joint Text and Audio Representation11 Sep 2023
- 2023The GENEA Challenge 2023: A large scale evaluation of gesture generation models in monadic and dyadic settings24 Aug 2023
- 2023Evaluating gesture generation in a large-scale open challenge: The GENEA Challenge 202215 Mar 2023
- 2023Co-Speech Gesture Synthesis using Discrete Gesture Token Learning4 Mar 2023
- 2023A Comprehensive Review of Data-Driven Co-Speech Gesture Generation13 Jan 2023
- 2022ZeroEGGS: Zero-shot Example-based Gesture Generation from Speech15 Sep 2022
- 2022The ReprGesture entry to the GENEA Challenge 202225 Aug 2022
- 2022The GENEA Challenge 2022: A large evaluation of data-driven co-speech gesture generation22 Aug 2022
12 newest of 13 All 13 (JSON)