Video to Text Retrieval

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

2 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

9 shown of 9 papers with code (13 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Learning a Text-Video Embedding from Incomplete and Heterogeneous Data
  7 Apr 2018 5 repositories listed
  We evaluate our method on the task of video retrieval and report results for the MPII Movie Description and MSR-VTT datasets.
• Bridging Video-text Retrieval with Multiple Choice Questions
  13 Jan 2022 2 repositories listed Syntology ran 13 of 24 samples · 11 unverified · 6 pointer-only (licence)
  As an additional benefit, our method achieves competitive results with much shorter pre-training videos on single-modality downstream tasks, e.
• COM Kitchens: An Unedited Overhead-view Video Dataset as a Vision-Language Benchmark
  5 Aug 2024 1 repository listed
  With this setup, we collected a diverse dataset by distributing smartphones to participants.
• SignCLIP: Connecting Text and Sign Language by Contrastive Learning
  1 Jul 2024 1 repository listed
  We present SignCLIP, which re-purposes CLIP (Contrastive Language-Image Pretraining) to project spoken language text and sign language videos, two classes of natural languages of distinct modalities, into the same space.
• Prototype-based Aleatoric Uncertainty Quantification for Cross-modal Retrieval
  29 Sep 2023 1 repository listed Syntology ran 12 of 19 samples · 7 unverified
  In this paper, we propose a novel Prototype-based Aleatoric Uncertainty Quantification (PAU) framework to provide trustworthy predictions by quantifying the uncertainty arisen from the inherent data ambiguity.
• MSVD-Indonesian: A Benchmark for Multimodal Video-Text Tasks in Indonesian
  20 Jun 2023 1 repository listed
  Since the availability of the pretraining resources with Indonesian sentences is relatively limited, the applicability of those approaches to our dataset is still questionable.
• MILES: Visual BERT Pre-training with Injected Language Semantics for Video-text Retrieval
  26 Apr 2022 1 repository listed
  Dominant pre-training work for video-text retrieval mainly adopt the "dual-encoder" architectures to enable efficient retrieval, where two separate encoders are used to contrast global video and text representations,…
• Socratic Models: Composing Zero-Shot Multimodal Reasoning with Language
  1 Apr 2022 1 repository listed
  Large pretrained (e.
• CLIP2Video: Mastering Video-Text Retrieval via Image CLIP
  21 Jun 2021 1 repository listed Syntology ran 0 of 1 samples · 1 unverified
  We present CLIP2Video network to transfer the image-language pre-training model to video-text retrieval in an end-to-end manner.

Syntology lines on 3 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.