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Moment Retrieval
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Moment retrieval can de defined as the task of "localizing moments in a video given a user query".
Description from: QVHIGHLIGHTS: Detecting Moments and Highlights in Videos via Natural Language Queries
Image credit: QVHIGHLIGHTS: Detecting Moments and Highlights in Videos via Natural Language Queries
논문
이 태스크와 하위 분야의 관련 논문입니다. 실제 성능 비교는 평가 결과에서 확인하세요.
Retrieval Augmented Generation Evaluation for Health Documents
Grounding-MD: Grounded Video-language Pre-training for Open-World Moment Detection
Towards Efficient and Robust Moment Retrieval System: A Unified Framework for Multi-Granularity Models and Temporal Reranking
TimeLoc: A Unified End-to-End Framework for Precise Timestamp Localization in Long Videos
MomentSeeker: A Task-Oriented Benchmark For Long-Video Moment Retrieval
Moment of Untruth: Dealing with Negative Queries in Video Moment Retrieval
Multi-modal Fusion and Query Refinement Network for Video Moment Retrieval and Highlight Detection
LD-DETR: Loop Decoder DEtection TRansformer for Video Moment Retrieval and Highlight Detection
Zero-shot Video Moment Retrieval via Off-the-shelf Multimodal Large Language Models
The Devil is in the Spurious Correlation: Boosting Moment Retrieval via Temporal Dynamic Learning
A Flexible and Scalable Framework for Video Moment Search
Watch Video, Catch Keyword: Context-aware Keyword Attention for Moment Retrieval and Highlight Detection
Length-Aware DETR for Robust Moment Retrieval
DAVE: Diverse Atomic Visual Elements Dataset with High Representation of Vulnerable Road Users in Complex and Unpredictable Environments
FlashVTG: Feature Layering and Adaptive Score Handling Network for Video Temporal Grounding
Query-centric Audio-Visual Cognition Network for Moment Retrieval, Segmentation and Step-Captioning
Agent-based Video Trimming
VideoLights: Feature Refinement and Cross-Task Alignment Transformer for Joint Video Highlight Detection and Moment Retrieval
Vid-Morp: Video Moment Retrieval Pretraining from Unlabeled Videos in the Wild
LLaVA-MR: Large Language-and-Vision Assistant for Video Moment Retrieval
Number it: Temporal Grounding Videos like Flipping Manga
TimeSuite: Improving MLLMs for Long Video Understanding via Grounded Tuning
VERIFIED: A Video Corpus Moment Retrieval Benchmark for Fine-Grained Video Understanding
Saliency-Guided DETR for Moment Retrieval and Highlight Detection
Show and Guide: Instructional-Plan Grounded Vision and Language Model
EAGLE: Egocentric AGgregated Language-video Engine
Language-based Audio Moment Retrieval
QD-VMR: Query Debiasing with Contextual Understanding Enhancement for Video Moment Retrieval
D&M: Enriching E-commerce Videos with Sound Effects by Key Moment Detection and SFX Matching
Disentangle and denoise: Tackling context misalignment for video moment retrieval
Lighthouse: A User-Friendly Library for Reproducible Video Moment Retrieval and Highlight Detection
SLVideo: A Sign Language Video Moment Retrieval Framework
Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval
Multi-sentence Video Grounding for Long Video Generation
EA-VTR: Event-Aware Video-Text Retrieval
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