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 401–450 of 486 papers

TitleStatusHype
Q2E: Query-to-Event Decomposition for Zero-Shot Multilingual Text-to-Video Retrieval—0
QSAM-Net: Rain streak removal by quaternion neural network with self-attention module—0
Quality Over Quantity? LLM-Based Curation for a Data-Efficient Audio-Video Foundation Model—0
Query by Semantic Sketch—0
Query-centric Audio-Visual Cognition Network for Moment Retrieval, Segmentation and Step-Captioning—0
Latent-INR: A Flexible Framework for Implicit Representations of Videos with Discriminative Semantics—0
Real-time analysis of cataract surgery videos using statistical models—0
Renmin University of China at TRECVID 2022: Improving Video Search by Feature Fusion and Negation Understanding—0
RNNs, CNNs and Transformers in Human Action Recognition: A Survey and a Hybrid Model—0
Self-supervised Spatiotemporal Representation Learning by Exploiting Video Continuity—0
Self-supervised Temporal Learning—0
Self-Supervised Video Hashing with Hierarchical Binary Auto-encoder—0
Self-Supervised Video Representation Learning with Meta-Contrastive Network—0
Self-Supervised Video Representation Learning by Video Incoherence Detection—0
Self-supervised Video Retrieval Transformer Network—0
Semantic Image Retrieval by Uniting Deep Neural Networks and Cognitive Architectures—0
Semantic Video Entity Linking Based on Visual Content and Metadata—0
Semantic Video Moments Retrieval at Scale: A New Task and a Baseline—0
Semi-automatic Data Annotation System for Multi-Target Multi-Camera Vehicle Tracking—0
Sharing Hash Codes for Multiple Purposes—0
SHE-Net: Syntax-Hierarchy-Enhanced Text-Video Retrieval—0
Sign Language Video Retrieval with Free-Form Textual Queries—0
Sinkhorn Transformations for Single-Query Postprocessing in Text-Video Retrieval—0
SketchGAN: Joint Sketch Completion and Recognition With Generative Adversarial Network—0
SMAUG: Sparse Masked Autoencoder for Efficient Video-Language Pre-training—0
Sound and Visual Representation Learning with Multiple Pretraining Tasks—0
Spacewalk-18: A Benchmark for Multimodal and Long-form Procedural Video Understanding—0
Structured Video-Language Modeling with Temporal Grouping and Spatial Grounding—0
Spatio-temporal Video Re-localization by Warp LSTM—0
Spatio-Temporal Video Representation Learning for AI Based Video Playback Style Prediction—0
SSAN: Separable Self-Attention Network for Video Representation Learning—0
STAR-GNN: Spatial-Temporal Video Representation for Content-based Retrieval—0
Cross-modal Manifold Cutmix for Self-supervised Video Representation Learning—0
STOA-VLP: Spatial-Temporal Modeling of Object and Action for Video-Language Pre-training—0
Strategies for Searching Video Content with Text Queries or Video Examples—0
Support-set bottlenecks for video-text representation learning—0
SVD: A Large-Scale Short Video Dataset for Near-Duplicate Video Retrieval—0
SwAMP: Swapped Assignment of Multi-Modal Pairs for Cross-Modal Retrieval—0
Sync from the Sea: Retrieving Alignable Videos from Large-Scale Datasets—0
System Analysis And Design For Multimedia Retrieval Systems—0
TACo: Token-aware Cascade Contrastive Learning for Video-Text Alignment—0
TeachCLIP: Multi-Grained Teaching for Efficient Text-to-Video Retrieval—0
Temporal Contrastive Graph Learning for Video Action Recognition and Retrieval—0
Temporal Contrastive Learning with Curriculum—0
Temporal Modular Networks for Retrieving Complex Compositional Activities in Videos—0
Temporal Perceiving Video-Language Pre-training—0
Text-Adaptive Multiple Visual Prototype Matching for Video-Text Retrieval—0
Text Is MASS: Modeling as Stochastic Embedding for Text-Video Retrieval—0
Text-Video Retrieval via Variational Multi-Modal Hypergraph Networks—0
The VISIONE Video Search System: Exploiting Off-the-Shelf Text Search Engines for Large-Scale Video Retrieval—0
Show:102550
← PrevPage 9 of 10Next →
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