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ZS-F-VQA

Introduced by Zhuo Chen et al. in Zero-shot Visual Question Answering using Knowledge Graph12 Jul 2021 archive 2025-07-28

The ZS-F-VQA dataset is a new split of the F-VQA dataset for zero-shot problem. Firstly we obtain the original train/test split of F-VQA dataset and combine them together to filter out the triples whose answers appear in top-500 according to its occurrence frequency. Next, we randomly divide this set of answers into new training split (a.k.a. seen) 𝒜ₛ and testing split (a.k.a. unseen) 𝒜ᵤ at the ratio of 1:1. With reference to F-VQA standard dataset, the division process is repeated 5 times. For each (i,q,a) triplet in original F-VQA dataset, it is divided into training set if a ∈𝒜ₛ. Else it is divided into testing set. The overlap of answer instance between training and testing set in F-VQA are $2565$ compared to $0$ in ZS-F-VQA.

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Visual Question Answering (VQA) ZS-F-VQA SAN † - hard mask Top-1 Accuracy 29.39 Zero-shot Visual Question Answering using Knowledge Graph Fangyin1994/KCL +1 1 Compare

Papers archive 2025-07-28

1 shown of 1 paper with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 6. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Zero-shot Visual Question Answering using Knowledge Graph 2 1 12 Jul 2021 not harvested

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

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Modalities archive 2025-07-28

Languages archive 2025-07-28

Variants archive 2025-07-28

  • ZS-F-VQA

1 variant name, as the archive lists them.

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