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 51–100 of 486 papers

TitleStatusHype
Prompt Switch: Efficient CLIP Adaptation for Text-Video RetrievalCode1
Learning Multi-modal Representations by Watching Hundreds of Surgical Video LecturesCode1
Towards Video Anomaly Retrieval from Video Anomaly Detection: New Benchmarks and ModelCode1
An overview on the evaluated video retrieval tasks at TRECVID 2022Code1
COSA: Concatenated Sample Pretrained Vision-Language Foundation ModelCode1
Text-Video Retrieval with Disentangled Conceptualization and Set-to-Set AlignmentCode1
A Large Cross-Modal Video Retrieval Dataset with Reading ComprehensionCode1
Robust Cross-Modal Knowledge Distillation for Unconstrained VideosCode1
Self-Supervised Video Similarity LearningCode1
Hierarchical Video-Moment Retrieval and Step-CaptioningCode1
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation LearningCode1
MELTR: Meta Loss Transformer for Learning to Fine-tune Video Foundation ModelsCode1
DiffusionRet: Generative Text-Video Retrieval with Diffusion ModelCode1
VVS: Video-to-Video Retrieval with Irrelevant Frame SuppressionCode1
Revisiting Temporal Modeling for CLIP-based Image-to-Video Knowledge TransferringCode1
UATVR: Uncertainty-Adaptive Text-Video RetrievalCode1
Dual Learning with Dynamic Knowledge Distillation for Partially Relevant Video RetrievalCode1
Progressive Spatio-Temporal Prototype Matching for Text-Video RetrievalCode1
TempCLR: Temporal Alignment Representation with Contrastive LearningCode1
VindLU: A Recipe for Effective Video-and-Language PretrainingCode1
Normalized Contrastive Learning for Text-Video RetrievalCode1
VoP: Text-Video Co-operative Prompt Tuning for Cross-Modal RetrievalCode1
TransVCL: Attention-enhanced Video Copy Localization Network with Flexible SupervisionCode1
Expectation-Maximization Contrastive Learning for Compact Video-and-Language RepresentationsCode1
Contrastive Masked Autoencoders for Self-Supervised Video HashingCode1
Cross-Modal Adapter for Text-Video RetrievalCode1
3D-CSL: self-supervised 3D context similarity learning for Near-Duplicate Video RetrievalCode1
C2KD: Cross-Lingual Cross-Modal Knowledge Distillation for Multilingual Text-Video RetrievalCode1
TVLT: Textless Vision-Language TransformerCode1
Marine Video Kit: A New Marine Video Dataset for Content-based Analysis and RetrievalCode1
An Empirical Study of End-to-End Video-Language Transformers with Masked Visual ModelingCode1
Partially Relevant Video RetrievalCode1
A Feature-space Multimodal Data Augmentation Technique for Text-video RetrievalCode1
LocVTP: Video-Text Pre-training for Temporal LocalizationCode1
Clover: Towards A Unified Video-Language Alignment and Fusion ModelCode1
TS2-Net: Token Shift and Selection Transformer for Text-Video RetrievalCode1
X-CLIP: End-to-End Multi-grained Contrastive Learning for Video-Text RetrievalCode1
SLIC: Self-Supervised Learning with Iterative Clustering for Human Action VideosCode1
LAVENDER: Unifying Video-Language Understanding as Masked Language ModelingCode1
Revisiting the "Video" in Video-Language UnderstandingCode1
Cross-Architecture Self-supervised Video Representation LearningCode1
A CLIP-Hitchhiker's Guide to Long Video RetrievalCode1
CoCa: Contrastive Captioners are Image-Text Foundation ModelsCode1
TransRank: Self-supervised Video Representation Learning via Ranking-based Transformation RecognitionCode1
CenterCLIP: Token Clustering for Efficient Text-Video RetrievalCode1
MILES: Visual BERT Pre-training with Injected Language Semantics for Video-text RetrievalCode1
ECLIPSE: Efficient Long-range Video Retrieval using Sight and SoundCode1
Temporal Alignment Networks for Long-term VideoCode1
X-Pool: Cross-Modal Language-Video Attention for Text-Video RetrievalCode1
Learning video retrieval models with relevance-aware online miningCode1
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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