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 351–400 of 486 papers

TitleStatusHype
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
Latent-INR: A Flexible Framework for Implicit Representations of Videos with Discriminative Semantics—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
Time-Equivariant Contrastive Video Representation Learning—0
Towards Debiasing Frame Length Bias in Text-Video Retrieval via Causal Intervention—0
Towards Efficient and Robust Moment Retrieval System: A Unified Framework for Multi-Granularity Models and Temporal Reranking—0
Towards Holistic Language-video Representation: the language model-enhanced MSR-Video to Text Dataset—0
TransMamba: Fast Universal Architecture Adaption from Transformers to Mamba—0
TRECVID 2019: An Evaluation Campaign to Benchmark Video Activity Detection, Video Captioning and Matching, and Video Search & Retrieval—0
Tree-Augmented Cross-Modal Encoding for Complex-Query Video Retrieval—0
Tree-based Text-Vision BERT for Video Search in Baidu Video Advertising—0
Two-person interaction detection using body-pose features and multiple instance learning—0
Uncertainty-aware sign language video retrieval with probability distribution modeling—0
Unfolding Videos Dynamics via Taylor Expansion—0
Unified Embedding and Metric Learning for Zero-Exemplar Event Detection—0
Universal Adversarial Head: Practical Protection against Video Data Leakage—0
Unsupervised Data Uncertainty Learning in Visual Retrieval Systems—0
Unsupervised Segmentation of Action Segments in Egocentric Videos using Gaze—0
Use of Affective Visual Information for Summarization of Human-Centric Videos—0
V3C - a Research Video Collection—0
Video 3D Sampling for Self-supervised Representation Learning—0
VideoCLIP: Contrastive Pre-training for Zero-shot Video-Text Understanding—0
VideoCLIP-XL: Advancing Long Description Understanding for Video CLIP Models—0
Video-ColBERT: Contextualized Late Interaction for Text-to-Video Retrieval—0
Video DataFlywheel: Resolving the Impossible Data Trinity in Video-Language Understanding—0
Video Editing for Video Retrieval—0
Videoprompter: an ensemble of foundational models for zero-shot video understanding—0
Video retrieval based on deep convolutional neural network—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
10STANtext-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