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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 451–486 of 486 papers

TitleStatusHype
FitCLIP: Refining Large-Scale Pretrained Image-Text Models for Zero-Shot Video Understanding TasksCode0
Exploring the Temporal Cues to Enhance Video Retrieval on Standardized CDVACode0
Vision Transformer Based Video Hashing Retrieval for Tracing the Source of Fake VideosCode0
RaP: Redundancy-aware Video-language Pre-training for Text-Video RetrievalCode0
T2VLAD: Global-Local Sequence Alignment for Text-Video RetrievalCode0
Exploring Temporal Concurrency for Video-Language Representation LearningCode0
Talking Face Generation by Adversarially Disentangled Audio-Visual RepresentationCode0
Person Search in Videos with One Portrait Through Visual and Temporal LinksCode0
Video Logo Retrieval based on local FeaturesCode0
Object Priors for Classifying and Localizing Unseen ActionsCode0
TC-MGC: Text-Conditioned Multi-Grained Contrastive Learning for Text-Video RetrievalCode0
Zorro: the masked multimodal transformerCode0
Noise Estimation Using Density Estimation for Self-Supervised Multimodal LearningCode0
Robustness Analysis of Video-Language Models Against Visual and Language PerturbationsCode0
MSVD-Indonesian: A Benchmark for Multimodal Video-Text Tasks in IndonesianCode0
MAMA: Meta-optimized Angular Margin Contrastive Framework for Video-Language Representation LearningCode0
WAVER: Writing-style Agnostic Text-Video Retrieval via Distilling Vision-Language Models Through Open-Vocabulary KnowledgeCode0
Exploiting Semantic Role Contextualized Video Features for Multi-Instance Text-Video Retrieval EPIC-KITCHENS-100 Multi-Instance Retrieval Challenge 2022Code0
Are All Combinations Equal? Combining Textual and Visual Features with Multiple Space Learning for Text-Based Video RetrievalCode0
Enhancing Subsequent Video Retrieval via Vision-Language Models (VLMs)Code0
Learn to Understand Negation in Video RetrievalCode0
Efficient End-to-End Video Question Answering with Pyramidal Multimodal TransformerCode0
Efficient Cross-Modal Video Retrieval with Meta-Optimized FramesCode0
Win-Fail Action RecognitionCode0
Learning to Retrieve Videos by Asking QuestionsCode0
Learning to Locate Visual Answer in Video Corpus Using QuestionCode0
Learning Joint Embedding with Multimodal Cues for Cross-Modal Video-Text RetrievalCode0
A Joint Sequence Fusion Model for Video Question Answering and RetrievalCode0
ECO: Efficient Convolutional Network for Online Video UnderstandingCode0
TokenBinder: Text-Video Retrieval with One-to-Many Alignment ParadigmCode0
Dual Encoding for Zero-Example Video RetrievalCode0
Learning from Video and Text via Large-Scale Discriminative ClusteringCode0
Discriminative Residual Analysis for Image Set Classification with Posture and Age VariationsCode0
Towards Efficient Partially Relevant Video Retrieval with Active Moment DiscoveringCode0
Differentiable Resolution Compression and Alignment for Efficient Video Classification and RetrievalCode0
Language-Conditioned Change-point Detection to Identify Sub-Tasks in Robotics DomainsCode0
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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