SOTAVerified

Video Retrieval

The objective of video retrieval is as follows: given a text query and a pool of candidate videos, select the video which corresponds to the text query. Typically, the videos are returned as a ranked list of candidates and scored via document retrieval metrics.

Papers

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Showing 251–300 of 486 papers

TitleStatusHype
Generative Semantic Communication: Architectures, Technologies, and Applications—0
Bridging Information Asymmetry in Text-video Retrieval: A Data-centric Approach—0
Grounding Physical Concepts of Objects and Events Through Dynamic Visual Reasoning—0
Grounding Physical Object and Event Concepts Through Dynamic Visual Reasoning—0
HiTeA: Hierarchical Temporal-Aware Video-Language Pre-training—0
HiVLP: Hierarchical Interactive Video-Language Pre-Training—0
HORUS: Multimodal Large Language Models Framework for Video Retrieval at VBS 2025—0
Human Action Recognition and Prediction: A Survey—0
Tencent Text-Video Retrieval: Hierarchical Cross-Modal Interactions with Multi-Level Representations—0
Improving Video Retrieval by Adaptive Margin—0
MuMUR : Multilingual Multimodal Universal Retrieval—0
Induce, Edit, Retrieve:Language Grounded Multimodal Schema for Instructional Video Retrieval—0
Interactive Video Retrieval with Dialog—0
Key Frame Extraction with Attention Based Deep Neural Networks—0
KPCA Spatio-temporal trajectory point cloud classifier for recognizing human actions in a CBVR system—0
Large-Scale Query-by-Image Video Retrieval Using Bloom Filters—0
Large Scale Video Representation Learning via Relational Graph Clustering—0
Vision-Language Models Learn Super Images for Efficient Partially Relevant Video Retrieval—0
LASER: A Neuro-Symbolic Framework for Learning Spatial-Temporal Scene Graphs with Weak Supervision—0
LaT: Latent Translation with Cycle-Consistency for Video-Text Retrieval—0
Learning and Recognizing Human Action from Skeleton Movement with Deep Residual Neural Networks—0
Learning Audio-Video Modalities from Image Captions—0
Learning Joint Representations of Videos and Sentences with Web Image Search—0
Learning Language-Visual Embedding for Movie Understanding with Natural-Language—0
Learning Locally-Adaptive Decision Functions for Person Verification—0
Learning Segment Similarity and Alignment in Large-Scale Content Based Video Retrieval—0
Learning text-to-video retrieval from image captioning—0
Learning to Generate Long-term Future Narrations Describing Activities of Daily Living—0
Learning Trajectory-Word Alignments for Video-Language Tasks—0
Learning World Models for Interactive Video Generation—0
Leveraging Auxiliary Information in Text-to-Video Retrieval: A Review—0
Leveraging Generative Language Models for Weakly Supervised Sentence Component Analysis in Video-Language Joint Learning—0
Leveraging Modality Tags for Enhanced Cross-Modal Video Retrieval—0
LiteVL: Efficient Video-Language Learning with Enhanced Spatial-Temporal Modeling—0
Live Laparoscopic Video Retrieval with Compressed Uncertainty—0
LLaVE: Large Language and Vision Embedding Models with Hardness-Weighted Contrastive Learning—0
Long-VMNet: Accelerating Long-Form Video Understanding via Fixed Memory—0
Lost Your Style? Navigating with Semantic-Level Approach for Text-to-Outfit Retrieval—0
MAGMaR Shared Task System Description: Video Retrieval with OmniEmbed—0
MarineVRS: Marine Video Retrieval System with Explainability via Semantic Understanding—0
Masked Contrastive Pre-Training for Efficient Video-Text Retrieval—0
Masking Modalities for Cross-modal Video Retrieval—0
Mask to reconstruct: Cooperative Semantics Completion for Video-text Retrieval—0
MDMMT-2: Multidomain Multimodal Transformer for Video Retrieval, One More Step Towards Generalization—0
MERLIN: Multimodal Embedding Refinement via LLM-based Iterative Navigation for Text-Video Retrieval-Rerank Pipeline—0
Modality-Balanced Embedding for Video Retrieval—0
Motion Sensitive Contrastive Learning for Self-supervised Video Representation—0
MuLTI: Efficient Video-and-Language Understanding with Text-Guided MultiWay-Sampler and Multiple Choice Modeling—0
Multi-Granularity and Multi-modal Feature Interaction Approach for Text Video Retrieval—0
Multi-Granularity Graph Pooling for Video-based Person Re-Identification—0
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All datasetsMSR-VTT-1kADiDeMoMSR-VTTLSMDCActivityNetMSVDYouCook2FIVR-200KVATEXQuerYDSSv2-label retrievalSSv2-template retrieval

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1OmniVectext-to-video R@1089.4—Unverified
2CLIP4Cliptext-to-video R@1081.6—Unverified
3OmniVec (pretrained)text-to-video R@1078.6—Unverified
4HunYuan_tvr (huge)text-to-video R@162.9—Unverified
5CLIP-ViPtext-to-video R@157.7—Unverified
6PIDRotext-to-video R@155.9—Unverified
7DMAE (ViT-B/16)text-to-video R@155.5—Unverified
8HunYuan_tvrtext-to-video R@155—Unverified
9MuLTItext-to-video R@154.7—Unverified
10EERCFtext-to-video R@154.1—Unverified
#ModelMetricClaimedVerifiedStatus
1Aurora (ours, r=64)text-to-video R@577.4—Unverified
2InternVideo2-6Btext-to-video R@174.2—Unverified
3vid-TLDR (UMT-L)text-to-video R@172.3—Unverified
4VASTtext-to-video R@172—Unverified
5COSAtext-to-video R@170.5—Unverified
6UMT-L (ViT-L/16)text-to-video R@170.4—Unverified
7GRAMtext-to-video R@167.3—Unverified
8VALORtext-to-video R@161.5—Unverified
9TESTA (ViT-B/16)text-to-video R@161.2—Unverified
10VindLUtext-to-video R@161.2—Unverified
#ModelMetricClaimedVerifiedStatus
1GRAMtext-to-video R@164—Unverified
2VASTtext-to-video R@163.9—Unverified
3InternVideo2-6Btext-to-video R@162.8—Unverified
4VALORtext-to-video R@159.9—Unverified
5UMT-L (ViT-L/16)text-to-video R@158.8—Unverified
6vid-TLDR (UMT-L)text-to-video R@158.1—Unverified
7COSAtext-to-video R@157.9—Unverified
8InternVideo2-6Btext-to-video R@155.9—Unverified
9InternVideotext-to-video R@155.2—Unverified
10VLABtext-to-video R@155.1—Unverified
#ModelMetricClaimedVerifiedStatus
1EMCL-Net (Ours)++ LSMDC Rohrbach et al. (2015)text-to-video R@1053.7—Unverified
2InternVideo2-6Btext-to-video R@146.4—Unverified
3vid-TLDR (UMT-L)text-to-video R@143.1—Unverified
4UMT-L (ViT-L/16)text-to-video R@143—Unverified
5HunYuan_tvr (huge)text-to-video R@140.4—Unverified
6COSAtext-to-video R@139.4—Unverified
7mPLUG-2text-to-video R@134.4—Unverified
8VALORtext-to-video R@134.2—Unverified
9InternVideotext-to-video R@134—Unverified
10InternVideo2-6Btext-to-video R@133.8—Unverified