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

Showing 5175 of 132 papers

TitleStatusHype
VLANet: Video-Language Alignment Network for Weakly-Supervised Video Moment RetrievalCode1
Regularized Two-Branch Proposal Networks for Weakly-Supervised Moment Retrieval in VideosCode1
HERO: Hierarchical Encoder for Video+Language Omni-representation Pre-trainingCode1
TVR: A Large-Scale Dataset for Video-Subtitle Moment RetrievalCode1
Finding Moments in Video Collections Using Natural LanguageCode1
DeSPITE: Exploring Contrastive Deep Skeleton-Pointcloud-IMU-Text Embeddings for Advanced Point Cloud Human Activity Understanding0
Retrieval Augmented Generation Evaluation for Health Documents0
Grounding-MD: Grounded Video-language Pre-training for Open-World Moment Detection0
Towards Efficient and Robust Moment Retrieval System: A Unified Framework for Multi-Granularity Models and Temporal Reranking0
MomentSeeker: A Task-Oriented Benchmark For Long-Video Moment Retrieval0
Moment of Untruth: Dealing with Negative Queries in Video Moment RetrievalCode0
Multi-modal Fusion and Query Refinement Network for Video Moment Retrieval and Highlight Detection0
Zero-shot Video Moment Retrieval via Off-the-shelf Multimodal Large Language Models0
The Devil is in the Spurious Correlation: Boosting Moment Retrieval via Temporal Dynamic Learning0
Anchor-Aware Similarity Cohesion in Target Frames Enables Predicting Temporal Moment Boundaries in 2DCode0
DTOS: Dynamic Time Object Sensing with Large Multimodal ModelCode0
DAVE: Diverse Atomic Visual Elements Dataset with High Representation of Vulnerable Road Users in Complex and Unpredictable Environments0
Query-centric Audio-Visual Cognition Network for Moment Retrieval, Segmentation and Step-Captioning0
Agent-based Video Trimming0
LLaVA-MR: Large Language-and-Vision Assistant for Video Moment RetrievalCode0
Show and Guide: Instructional-Plan Grounded Vision and Language ModelCode0
EAGLE: Egocentric AGgregated Language-video Engine0
QD-VMR: Query Debiasing with Contextual Understanding Enhancement for Video Moment Retrieval0
D&M: Enriching E-commerce Videos with Sound Effects by Key Moment Detection and SFX Matching0
Disentangle and denoise: Tackling context misalignment for video moment retrieval0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1UnLoc-LR@1 IoU=0.566.1Unverified
2UnLoc-BR@1 IoU=0.564.5Unverified
3DenoiseLocR@1 IoU=0.559.27Unverified
4SG-DETR (w/ PT)mAP58.8Unverified
5SG-DETRmAP54.1Unverified
6LLaVA-MRmAP52.73Unverified
7FlashVTGmAP52Unverified
8InternVideo2-6BmAP49.24Unverified
9CG-DETR (w/ PT)mAP47.97Unverified
10VideoLights-B-ptmAP47.94Unverified
#ModelMetricClaimedVerifiedStatus
1SG-DETR (w/ PT)R@1 IoU=0.571.1Unverified
2LLaVA-MRR@1 IoU=0.570.65Unverified
3FlashVTGR@1 IoU=0.570.32Unverified
4SG-DETRR@1 IoU=0.570.2Unverified
5InternVideo2-6BR@1 IoU=0.570.03Unverified
6InternVideo2-1BR@1 IoU=0.568.36Unverified
7VideoChat-T (FT)R@1 IoU=0.567.1Unverified
8UniMD+Sync.R@1 IoU=0.563.98Unverified
9LD-DETRR@1 IoU=0.562.58Unverified
10VideoLights-B-ptR@1 IoU=0.561.96Unverified