SOTAVerified

Moment Retrieval

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

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 101–132 of 132 papers

TitleStatusHype
FedVMR: A New Federated Learning method for Video Moment Retrieval—0
LoGAN: Latent Graph Co-Attention Network for Weakly-Supervised Video Moment Retrieval—0
Towards Efficient and Robust Moment Retrieval System: A Unified Framework for Multi-Granularity Models and Temporal Reranking—0
Towards Generalisable Video Moment Retrieval: Visual-Dynamic Injection to Image-Text Pre-Training—0
Fast Video Moment Retrieval—0
Faster Video Moment Retrieval with Point-Level Supervision—0
2DP-2MRC: 2-Dimensional Pointer-based Machine Reading Comprehension Method for Multimodal Moment Retrieval—0
Event-aware Video Corpus Moment Retrieval—0
EA-VTR: Event-Aware Video-Text Retrieval—0
EAGLE: Egocentric AGgregated Language-video Engine—0
D&M: Enriching E-commerce Videos with Sound Effects by Key Moment Detection and SFX Matching—0
Zero-shot Video Moment Retrieval via Off-the-shelf Multimodal Large Language Models—0
Disentangle and denoise: Tackling context misalignment for video moment retrieval—0
DiffusionVMR: Diffusion Model for Joint Video Moment Retrieval and Highlight Detection—0
DeSPITE: Exploring Contrastive Deep Skeleton-Pointcloud-IMU-Text Embeddings for Advanced Point Cloud Human Activity Understanding—0
DAVE: Diverse Atomic Visual Elements Dataset with High Representation of Vulnerable Road Users in Complex and Unpredictable Environments—0
Cross-Lingual Cross-Modal Consolidation for Effective Multilingual Video Corpus Moment Retrieval—0
Video Moment Retrieval via Natural Language Queries—0
Video Moment Retrieval with Text Query Considering Many-to-Many Correspondence Using Potentially Relevant Pair—0
Context-Enhanced Video Moment Retrieval with Large Language Models—0
ViSeRet: A simple yet effective approach to moment retrieval via fine-grained video segmentation—0
Coarse to Fine: Video Retrieval before Moment Localization—0
Multi-scale 2D Representation Learning for weakly-supervised moment retrieval—0
Multi-sentence Video Grounding for Long Video Generation—0
Multi-video Moment Ranking with Multimodal Clue—0
AxIoU: An Axiomatically Justified Measure for Video Moment Retrieval—0
Multi-Modal Relational Graph for Cross-Modal Video Moment Retrieval—0
Multi-modal Fusion and Query Refinement Network for Video Moment Retrieval and Highlight Detection—0
Multi-Modal Cross-Domain Alignment Network for Video Moment Retrieval—0
MomentSeeker: A Task-Oriented Benchmark For Long-Video Moment Retrieval—0
QD-VMR: Query Debiasing with Contextual Understanding Enhancement for Video Moment Retrieval—0
Query-centric Audio-Visual Cognition Network for Moment Retrieval, Segmentation and Step-Captioning—0
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All datasetsQVHighlightsCharades-STA

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1UnLoc-LR@1 IoU=0.566.1—Unverified
2UnLoc-BR@1 IoU=0.564.5—Unverified
3DenoiseLocR@1 IoU=0.559.27—Unverified
4SG-DETR (w/ PT)mAP58.8—Unverified
5SG-DETRmAP54.1—Unverified
6LLaVA-MRmAP52.73—Unverified
7FlashVTGmAP52—Unverified
8InternVideo2-6BmAP49.24—Unverified
9CG-DETR (w/ PT)mAP47.97—Unverified
10VideoLights-B-ptmAP47.94—Unverified
#ModelMetricClaimedVerifiedStatus
1SG-DETR (w/ PT)R@1 IoU=0.571.1—Unverified
2LLaVA-MRR@1 IoU=0.570.65—Unverified
3FlashVTGR@1 IoU=0.570.32—Unverified
4SG-DETRR@1 IoU=0.570.2—Unverified
5InternVideo2-6BR@1 IoU=0.570.03—Unverified
6InternVideo2-1BR@1 IoU=0.568.36—Unverified
7VideoChat-T (FT)R@1 IoU=0.567.1—Unverified
8UniMD+Sync.R@1 IoU=0.563.98—Unverified
9LD-DETRR@1 IoU=0.562.58—Unverified
10VideoLights-B-ptR@1 IoU=0.561.96—Unverified