Methods › Computer Vision › Multi-Modal Methods › MAVL
Multiscale Attention ViT with Late fusion
MAVL
Introduced by Muhammad Maaz et al. in Class-agnostic Object Detection with Multi-modal Transformer
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Multiscale Attention ViT with Late fusion (MAVL) is a multi-modal network, trained with aligned image-text pairs, capable of performing targeted detection using human understandable natural language text queries. It utilizes multi-scale image features and uses deformable convolutions with late multi-modal fusion. The authors demonstrate excellent ability of MAVL as class-agnostic object detector when queried using general human understandable natural language command, such as "all objects", "all entities", etc.
Papers archive 2025-07-28
4 shown of 4, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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MAVL: A Multilingual Audio-Video Lyrics Dataset for Animated Song Translation 24 May 2025 · 1 repository · arXiv:2505.18614Syntology ran 0 of 19 samples · 19 unverified
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Benchmarking Chest X-ray Diagnosis Models Across Multinational Datasets 21 May 2025 · 0 repositories · arXiv:2505.16027
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Bridging the Gap between Object and Image-level Representations for Open-Vocabulary Detection 7 Jul 2022 · 1 repository · arXiv:2207.03482Syntology ran 2 of 4 samples · 2 unverified
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Class-agnostic Object Detection with Multi-modal Transformer 22 Nov 2021 · 1 repository · arXiv:2111.11430
Tasks archive 2025-07-28
13 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
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