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 51–100 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 Understanding—0
Retrieval Augmented Generation Evaluation for Health Documents—0
Grounding-MD: Grounded Video-language Pre-training for Open-World Moment Detection—0
Towards Efficient and Robust Moment Retrieval System: A Unified Framework for Multi-Granularity Models and Temporal Reranking—0
MomentSeeker: A Task-Oriented Benchmark For Long-Video Moment Retrieval—0
Moment of Untruth: Dealing with Negative Queries in Video Moment RetrievalCode0
Multi-modal Fusion and Query Refinement Network for Video Moment Retrieval and Highlight Detection—0
Zero-shot Video Moment Retrieval via Off-the-shelf Multimodal Large Language Models—0
The Devil is in the Spurious Correlation: Boosting Moment Retrieval via Temporal Dynamic Learning—0
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 Environments—0
Query-centric Audio-Visual Cognition Network for Moment Retrieval, Segmentation and Step-Captioning—0
Agent-based Video Trimming—0
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 Engine—0
QD-VMR: Query Debiasing with Contextual Understanding Enhancement for Video Moment Retrieval—0
D&M: Enriching E-commerce Videos with Sound Effects by Key Moment Detection and SFX Matching—0
Disentangle and denoise: Tackling context misalignment for video moment retrieval—0
SLVideo: A Sign Language Video Moment Retrieval Framework—0
Multi-sentence Video Grounding for Long Video Generation—0
EA-VTR: Event-Aware Video-Text Retrieval—0
TVR-Ranking: A Dataset for Ranked Video Moment Retrieval with Imprecise QueriesCode0
SHINE: Saliency-aware HIerarchical NEgative Ranking for Compositional Temporal GroundingCode0
MLLM as Video Narrator: Mitigating Modality Imbalance in Video Moment Retrieval—0
2DP-2MRC: 2-Dimensional Pointer-based Machine Reading Comprehension Method for Multimodal Moment Retrieval—0
Hybrid-Learning Video Moment Retrieval across Multi-Domain Labels—0
Context-Enhanced Video Moment Retrieval with Large Language Models—0
R^2-Tuning: Efficient Image-to-Video Transfer Learning for Video Temporal GroundingCode0
R^2-Tuning: Efficient Image-to-Video Transfer Learning for Video Temporal GroundingCode0
GPTSee: Enhancing Moment Retrieval and Highlight Detection via Description-Based Similarity Features—0
Event-aware Video Corpus Moment Retrieval—0
Improving Video Corpus Moment Retrieval with Partial Relevance EnhancementCode0
Generative Video Diffusion for Unseen Cross-Domain Video Moment Retrieval—0
Cross-modal Contrastive Learning with Asymmetric Co-attention Network for Video Moment RetrievalCode0
Leveraging Generative Language Models for Weakly Supervised Sentence Component Analysis in Video-Language Joint Learning—0
SCANet: Scene Complexity Aware Network for Weakly-Supervised Video Moment Retrieval—0
Language-Conditioned Change-point Detection to Identify Sub-Tasks in Robotics DomainsCode0
DiffusionVMR: Diffusion Model for Joint Video Moment Retrieval and Highlight Detection—0
UnLoc: A Unified Framework for Video Localization TasksCode0
MVMR: A New Framework for Evaluating Faithfulness of Video Moment Retrieval against Multiple DistractorsCode0
A Survey on Video Moment Localization—0
Faster Video Moment Retrieval with Point-Level Supervision—0
Boundary-Denoising for Video Activity LocalizationCode0
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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