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 451–486 of 486 papers

TitleStatusHype
Video retrieval based on deep convolutional neural network—0
Unsupervised Segmentation of Action Segments in Egocentric Videos using Gaze—0
Learning from Video and Text via Large-Scale Discriminative ClusteringCode0
An Improved Video Analysis using Context based Extension of LSH—0
Unified Embedding and Metric Learning for Zero-Exemplar Event Detection—0
Dense-Captioning Events in VideosCode1
Efficient Action Detection in Untrimmed Videos via Multi-Task Learning—0
Binary Subspace Coding for Query-by-Image Video Retrieval—0
Real-time analysis of cataract surgery videos using statistical models—0
End-to-end Concept Word Detection for Video Captioning, Retrieval, and Question Answering—0
Learning Language-Visual Embedding for Movie Understanding with Natural-Language—0
Sharing Hash Codes for Multiple Purposes—0
Learning Joint Representations of Videos and Sentences with Web Image Search—0
Large-Scale Query-by-Image Video Retrieval Using Bloom Filters—0
De-Hashing: Server-Side Context-Aware Feature Reconstruction for Mobile Visual Search—0
Strategies for Searching Video Content with Text Queries or Video Examples—0
Ego-Surfing: Person Localization in First-Person Videos Using Ego-Motion Signatures—0
Deep Learning Based Semantic Video Indexing and Retrieval—0
VRFP: On-the-fly Video Retrieval using Web Images and Fast Fisher Vector Products—0
Semantic Video Entity Linking Based on Visual Content and Metadata—0
Multimodal Skip-gram Using Convolutional Pseudowords—0
Circulant temporal encoding for video retrieval and temporal alignmentCode0
Face Video Retrieval With Image Query via Hashing Across Euclidean Space and Riemannian Manifold—0
Bag of Genres for Video Retrieval—0
Visual Information Retrieval in Endoscopic Video Archives—0
Discrete Wavelet Transform and Gradient Difference based approach for text localization in videos—0
Advances in Human Action Recognition: A Survey—0
A Faster Method for Tracking and Scoring Videos Corresponding to Sentences—0
Analysis of Gait Pattern to Recognize the Human Activities—0
Visual Semantic Search: Retrieving Videos via Complex Textual Queries—0
KPCA Spatio-temporal trajectory point cloud classifier for recognizing human actions in a CBVR system—0
Classroom Video Assessment and Retrieval via Multiple Instance Learning—0
System Analysis And Design For Multimedia Retrieval Systems—0
Multimodal Approach for Video Surveillance Indexing and Retrieval—0
Learning Locally-Adaptive Decision Functions for Person Verification—0
Two-person interaction detection using body-pose features and multiple instance 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