Multi-Instance 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

1 dataset 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

15 shown of 15 papers with code (19 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 Video Representations from Large Language Models
  8 Dec 2022 3 repositories listed Syntology ran 6 of 20 samples · 14 unverified · 20 pointer-only (licence)
  We introduce LaViLa, a new approach to learning video-language representations by leveraging Large Language Models (LLMs).
• Egocentric Video-Language Pretraining
  3 Jun 2022 2 repositories listed Syntology ran 3 of 3 samples · 0 unverified · 2 pointer-only (licence)
  Video-Language Pretraining (VLP), which aims to learn transferable representation to advance a wide range of video-text downstream tasks, has recently received increasing attention.
• Learning video retrieval models with relevance-aware online mining
  16 Mar 2022 2 repositories listed
  Due to the amount of videos and related captions uploaded every hour, deep learning-based solutions for cross-modal video retrieval are attracting more and more attention.
• EVA02-AT: Egocentric Video-Language Understanding with Spatial-Temporal Rotary Positional Embeddings and Symmetric Optimization
  17 Jun 2025 1 repository listed
  In this paper, we introduce EVA02-AT, a suite of EVA02-based video-language foundation models tailored to egocentric video understanding tasks.
• ContextRefine-CLIP for EPIC-KITCHENS-100 Multi-Instance Retrieval Challenge 2025
  12 Jun 2025 1 repository listed
  This report presents ContextRefine-CLIP (CR-CLIP), an efficient model for visual-textual multi-instance retrieval tasks.
• Modeling Fine-Grained Hand-Object Dynamics for Egocentric Video Representation Learning
  2 Mar 2025 1 repository listed Syntology ran 2 of 5 samples · 3 unverified
  However, existing egocentric video representation learning methods mainly focus on aligning video representation with high-level narrations, overlooking the intricate dynamics between hands and objects.
• EgoVideo: Exploring Egocentric Foundation Model and Downstream Adaptation
  26 Jun 2024 1 repository listed Syntology ran 11 of 15 samples · 4 unverified · 15 pointer-only (licence)
  In this report, we present our solutions to the EgoVis Challenges in CVPR 2024, including five tracks in the Ego4D challenge and three tracks in the EPIC-Kitchens challenge.
• Symmetric Multi-Similarity Loss for EPIC-KITCHENS-100 Multi-Instance Retrieval Challenge 2024
  18 Jun 2024 1 repository listed
  In this report, we present our champion solution for EPIC-KITCHENS-100 Multi-Instance Retrieval Challenge in CVPR 2024.
• EgoNCE++: Do Egocentric Video-Language Models Really Understand Hand-Object Interactions?
  28 May 2024 1 repository listed Syntology ran 5 of 5 samples · 0 unverified · 5 pointer-only (licence)
  Due to the occurrence of diverse EgoHOIs in the real world, we propose an open-vocabulary benchmark named EgoHOIBench to reveal the diminished performance of current egocentric video-language models (EgoVLM) on…
• Training a Large Video Model on a Single Machine in a Day
  28 Sep 2023 1 repository listed
  Videos are big, complex to pre-process, and slow to train on.
• EgoVLPv2: Egocentric Video-Language Pre-training with Fusion in the Backbone
  11 Jul 2023 1 repository listed
  Video-language pre-training (VLP) has become increasingly important due to its ability to generalize to various vision and language tasks.
• HierVL: Learning Hierarchical Video-Language Embeddings
  5 Jan 2023 1 repository listed Syntology ran 4 of 5 samples · 1 unverified · 5 pointer-only (licence)
  Video-language embeddings are a promising avenue for injecting semantics into visual representations, but existing methods capture only short-term associations between seconds-long video clips and their accompanying…
• Egocentric Video-Language Pretraining @ EPIC-KITCHENS-100 Multi-Instance Retrieval Challenge 2022
  4 Jul 2022 1 repository listed
  In this report, we propose a video-language pretraining (VLP) based solution \cite{kevin2022egovlp} for the EPIC-KITCHENS-100 Multi-Instance Retrieval (MIR) challenge.
• Exploiting Semantic Role Contextualized Video Features for Multi-Instance Text-Video Retrieval EPIC-KITCHENS-100 Multi-Instance Retrieval Challenge 2022
  29 Jun 2022 1 repository listed
  In this report, we present our approach for EPIC-KITCHENS-100 Multi-Instance Retrieval Challenge 2022.
• Relevance-based Margin for Contrastively-trained Video Retrieval Models
  27 Apr 2022 1 repository listed Syntology ran 4 of 5 samples · 1 unverified
  We show that even if we carefully tuned the fixed margin, our technique (which does not have the margin as a hyper-parameter) would still achieve better performance.

Syntology lines on 7 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.