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20222024
most citedKnowledge-augmented Few-shot Visual Relation Detection

5 citations · 11 across the 7 of their papers we have counts for

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7 papers · 1 filter

cs.CV2024

SynopGround: A Large-Scale Dataset for Multi-Paragraph Video Grounding from TV Dramas and Synopses

Chaolei Tan, Zihang Lin, Junfu Pu +7

Video grounding is a fundamental problem in multimodal content understanding, aiming to localize specific natural language queries in an untrimmed video. However, current video gro…

cs.CV2023

PTVD: A Large-Scale Plot-Oriented Multimodal Dataset Based on Television Dramas

Chen Li, Xutan Peng, Teng Wang +5

Art forms such as movies and television (TV) dramas are reflections of the real world, which have attracted much attention from the multimodal learning community recently. However,…

cs.CV2023★ 5 cited

Knowledge-augmented Few-shot Visual Relation Detection

Tianyu Yu, Yangning Li, Jiaoyan Chen +8

Visual Relation Detection (VRD) aims to detect relationships between objects for image understanding. Most existing VRD methods rely on thousands of training samples of each relati…

cs.CV2022

Darwinian Model Upgrades: Model Evolving with Selective Compatibility

Binjie Zhang, Shupeng Su, Yixiao Ge +5

The traditional model upgrading paradigm for retrieval requires recomputing all gallery embeddings before deploying the new model (dubbed as "backfilling"), which is quite expensiv…

cs.CV2022★ 3 cited

Privacy-Preserving Model Upgrades with Bidirectional Compatible Training in Image Retrieval

Shupeng Su, Binjie Zhang, Yixiao Ge +4

The task of privacy-preserving model upgrades in image retrieval desires to reap the benefits of rapidly evolving new models without accessing the raw gallery images. A pioneering…

cs.CV2022

Towards Universal Backward-Compatible Representation Learning

Binjie Zhang, Yixiao Ge, Yantao Shen +6

Conventional model upgrades for visual search systems require offline refresh of gallery features by feeding gallery images into new models (dubbed as "backfill"), which is time-co…