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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 351–400 of 486 papers

TitleStatusHype
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
Multimodal Approach for Video Surveillance Indexing and Retrieval—0
Multimodal Contextualized Support for Enhancing Video Retrieval System—0
Multimodal Skip-gram Using Convolutional Pseudowords—0
Multiple Visual-Semantic Embedding for Video Retrieval from Query Sentence—0
MultiVENT 2.0: A Massive Multilingual Benchmark for Event-Centric Video Retrieval—0
MultiVENT: Multilingual Videos of Events with Aligned Natural Text—0
Narrating the Video: Boosting Text-Video Retrieval via Comprehensive Utilization of Frame-Level Captions—0
NAVERO: Unlocking Fine-Grained Semantics for Video-Language Compositionality—0
Near-duplicate video detection featuring coupled temporal and perceptual visual structures and logical inference based matching—0
Neighborhood Preserving Hashing for Scalable Video Retrieval—0
Neural Graph Matching for Video Retrieval in Large-Scale Video-driven E-commerce—0
NEWSKVQA: Knowledge-Aware News Video Question Answering—0
No More Shortcuts: Realizing the Potential of Temporal Self-Supervision—0
Not All Pairs are Equal: Hierarchical Learning for Average-Precision-Oriented Video Retrieval—0
OmniVL:One Foundation Model for Image-Language and Video-Language Tasks—0
Perfect Match in Video Retrieval—0
PIDRo: Parallel Isomeric Attention with Dynamic Routing for Text-Video Retrieval—0
PolySmart @ TRECVid 2024 Medical Video Question Answering—0
Pose-Aided Video-based Person Re-Identification via Recurrent Graph Convolutional Network—0
Probabilistic Representations for Video Contrastive Learning—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