SOTAVerified

Ad-hoc video search

The Ad-hoc search task ended a 3 year cycle from 2016-2018 with a goal to model the end user search use-case, who is searching (using textual sentence queries) for segments of video containing persons, objects, activities, locations, etc. and combinations of the former. While the Internet Archive (IACC.3) dataset was adopted between 2016 to 2018, starting in 2019 a new data collection based on Vimeo Creative Commons (V3C) will be adopted to support the task for at least 3 more years.

Given the test collection (V3C1 or IACC.3), master shot boundary reference, and set of Ad-hoc queries (approx. 30 queries) released by NIST, return for each query a list of at most 1000 shot IDs from the test collection ranked according to their likelihood of containing the target query.

Papers

Showing 110 of 13 papers

TitleStatusHype
PolySmart and VIREO @ TRECVid 2024 Ad-hoc Video Search0
Improving Interpretable Embeddings for Ad-hoc Video Search with Generative Captions and Multi-word Concept Bank0
Interpretable Embedding for Ad-hoc Video SearchCode0
An overview on the evaluated video retrieval tasks at TRECVID 2022Code1
Renmin University of China at TRECVID 2022: Improving Video Search by Feature Fusion and Negation Understanding0
(Un)likelihood Training for Interpretable EmbeddingCode0
Lightweight Attentional Feature Fusion: A New Baseline for Text-to-Video RetrievalCode1
TRECVID 2020: A comprehensive campaign for evaluating video retrieval tasks across multiple application domainsCode1
SEA: Sentence Encoder Assembly for Video Retrieval by Textual QueriesCode0
TRECVID 2019: An Evaluation Campaign to Benchmark Video Activity Detection, Video Captioning and Matching, and Video Search & Retrieval0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1LAFFinfAP0.22Unverified
2SEAinfAP0.16Unverified
3Dual EncodinginfAP0.15Unverified
4W2VV++infAP0.15Unverified
#ModelMetricClaimedVerifiedStatus
1LAFFinfAP0.29Unverified
2SEAinfAP0.23Unverified
3Dual EncodinginfAP0.23Unverified
4W2VV++infAP0.22Unverified
#ModelMetricClaimedVerifiedStatus
1LAFFinfAP0.15Unverified
2SEAinfAP0.13Unverified
3Dual EncodinginfAP0.12Unverified
4W2VV++infAP0.12Unverified
#ModelMetricClaimedVerifiedStatus
1LAFFinfAP0.19Unverified
2SEAinfAP0.17Unverified
#ModelMetricClaimedVerifiedStatus
1LAFFinfAP0.27Unverified