TRECVID 2019: An Evaluation Campaign to Benchmark Video Activity Detection, Video Captioning and Matching, and Video Search & Retrieval
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Abstract (arXiv)
The TREC Video Retrieval Evaluation (TRECVID) 2019 was a TREC-style video analysis and retrieval evaluation, the goal of which remains to promote progress in research and development of content-based exploitation and retrieval of information from digital video via open, metrics-based evaluation. Over the last nineteen years this effort has yielded a better understanding of how systems can effectively accomplish such processing and how one can reliably benchmark their performance. TRECVID has been funded by NIST (National Institute of Standards and Technology) and other US government agencies. In addition, many organizations and individuals worldwide contribute significant time and effort. TRECVID 2019 represented a continuation of four tasks from TRECVID 2018. In total, 27 teams from various research organizations worldwide completed one or more of the following four tasks: 1. Ad-hoc Video Search (AVS) 2. Instance Search (INS) 3. Activities in Extended Video (ActEV) 4. Video to Text Description (VTT) This paper is an introduction to the evaluation framework, tasks, data, and measures used in the workshop.
Key facts. Cited by 16 papers in the map (data through 14 Oct 2026). First posted on arXiv 21 Sep 2020.
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Citing papers per year: 2021: 5; 2022: 2; 2023: 2; 2024: 5; 2025: 2.
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- 2023MovieChat: From Dense Token to Sparse Memory for Long Video Understandingcited by 542
- 2024MovieChat+: Question-aware Sparse Memory for Long Video Question Answeringcited by 73
- 2021Face, Body, Voice: Video Person-Clustering with Multiple Modalitiescited by 24
- 2024InfiniBench: A Benchmark for Large Multi-Modal Models in Long-Form Movies and TV Showscited by 20
- 2021An Annotated Video Dataset for Computing Video Memorabilitycited by 9
- 2023MultiVENT: Multilingual Videos of Events with Aligned Natural Textcited by 7
- 2024Generating Traffic Scenarios via In-Context Learning to Learn Better Motion Plannercited by 6
- 2021A Comprehensive Review of the Video-to-Text Problemcited by 5
- 2021Overview of The MediaEval 2021 Predicting Media Memorability Taskcited by 5
- 2024Interpretable Embedding for Ad-hoc Video Searchcited by 4
- 2022BERTHA: Video Captioning Evaluation Via Transfer-Learned Human Assessmentcited by 3
- 2022Experiences from the MediaEval Predicting Media Memorability Taskcited by 2
4 more
- 2021Extended Self-Critical Pipeline for Transforming Videos to Text (TRECVID-VTT Task 2021) -- Team: MMCUniAugsburgcited by 1
- 2024Multimodal LLM-based Query Paraphrasing for Video Searchcited by 1
- 2025Learning Partially-Decorrelated Common Spaces for Ad-hoc Video Searchcited by 0
- 2025Adaptive Multi-Agent Reasoning for Text-to-Video Retrievalcited by 0
- 2025Adaptive Multi-Agent Reasoning for Text-to-Video Retrieval2 Dec 2025
- 2025Learning Partially-Decorrelated Common Spaces for Ad-hoc Video Search4 Aug 2025
- 2024Generating Traffic Scenarios via In-Context Learning to Learn Better Motion Planner24 Dec 2024
- 2024Multimodal LLM-based Query Paraphrasing for Video Search17 Jul 2024
- 2024InfiniBench: A Benchmark for Large Multi-Modal Models in Long-Form Movies and TV Shows28 Jun 2024
- 2024MovieChat+: Question-aware Sparse Memory for Long Video Question Answering26 Apr 2024
- 2024Interpretable Embedding for Ad-hoc Video Search19 Feb 2024
- 2023MovieChat: From Dense Token to Sparse Memory for Long Video Understanding31 Jul 2023
- 2023MultiVENT: Multilingual Videos of Events with Aligned Natural Text6 Jul 2023
- 2022Experiences from the MediaEval Predicting Media Memorability Task7 Dec 2022
- 2022BERTHA: Video Captioning Evaluation Via Transfer-Learned Human Assessment25 Jan 2022
- 2021Extended Self-Critical Pipeline for Transforming Videos to Text (TRECVID-VTT Task 2021) -- Team: MMCUniAugsburg28 Dec 2021
4 more
- 2021Overview of The MediaEval 2021 Predicting Media Memorability Task11 Dec 2021
- 2021An Annotated Video Dataset for Computing Video Memorability4 Dec 2021
- 2021Face, Body, Voice: Video Person-Clustering with Multiple Modalities20 May 2021
- 2021A Comprehensive Review of the Video-to-Text Problem27 Mar 2021
- 2023MovieChat: From Dense Token to Sparse Memory for Long Video Understandingcited by 542
- 2024MovieChat+: Question-aware Sparse Memory for Long Video Question Answeringcited by 73
- 2021Face, Body, Voice: Video Person-Clustering with Multiple Modalitiescited by 24
- 2021An Annotated Video Dataset for Computing Video Memorabilitycited by 9
- 2023MultiVENT: Multilingual Videos of Events with Aligned Natural Textcited by 7
- 2024Generating Traffic Scenarios via In-Context Learning to Learn Better Motion Plannercited by 6
- 2021A Comprehensive Review of the Video-to-Text Problemcited by 5
- 2021Overview of The MediaEval 2021 Predicting Media Memorability Taskcited by 5
- 2024Interpretable Embedding for Ad-hoc Video Searchcited by 4
- 2022BERTHA: Video Captioning Evaluation Via Transfer-Learned Human Assessmentcited by 3
- 2022Experiences from the MediaEval Predicting Media Memorability Taskcited by 2
- 2021Extended Self-Critical Pipeline for Transforming Videos to Text (TRECVID-VTT Task 2021) -- Team: MMCUniAugsburgcited by 1
12 most cited of 13 All 13 (JSON)
- 2025Learning Partially-Decorrelated Common Spaces for Ad-hoc Video Search4 Aug 2025
- 2024Generating Traffic Scenarios via In-Context Learning to Learn Better Motion Planner24 Dec 2024
- 2024MovieChat+: Question-aware Sparse Memory for Long Video Question Answering26 Apr 2024
- 2024Interpretable Embedding for Ad-hoc Video Search19 Feb 2024
- 2023MovieChat: From Dense Token to Sparse Memory for Long Video Understanding31 Jul 2023
- 2023MultiVENT: Multilingual Videos of Events with Aligned Natural Text6 Jul 2023
- 2022Experiences from the MediaEval Predicting Media Memorability Task7 Dec 2022
- 2022BERTHA: Video Captioning Evaluation Via Transfer-Learned Human Assessment25 Jan 2022
- 2021Extended Self-Critical Pipeline for Transforming Videos to Text (TRECVID-VTT Task 2021) -- Team: MMCUniAugsburg28 Dec 2021
- 2021Overview of The MediaEval 2021 Predicting Media Memorability Task11 Dec 2021
- 2021An Annotated Video Dataset for Computing Video Memorability4 Dec 2021
- 2021Face, Body, Voice: Video Person-Clustering with Multiple Modalities20 May 2021
12 newest of 13 All 13 (JSON)