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 401–450 of 486 papers

TitleStatusHype
Self-supervised Temporal Learning—0
SEA: Sentence Encoder Assembly for Video Retrieval by Textual QueriesCode0
A Hierarchical Multi-Modal Encoder for Moment Localization in Video Corpus—0
Graph Based Temporal Aggregation for Video RetrievalCode0
Support-set bottlenecks for video-text representation learning—0
Encode the Unseen: Predictive Video Hashing for Scalable Mid-Stream Retrieval—0
TRECVID 2019: An Evaluation Campaign to Benchmark Video Activity Detection, Video Captioning and Matching, and Video Search & Retrieval—0
Discriminative Residual Analysis for Image Set Classification with Posture and Age VariationsCode0
Exploring Relations in Untrimmed Videos for Self-Supervised Learning—0
The VISIONE Video Search System: Exploiting Off-the-Shelf Text Search Engines for Large-Scale Video Retrieval—0
Tree-Augmented Cross-Modal Encoding for Complex-Query Video Retrieval—0
Exploiting Visual Semantic Reasoning for Video-Text Retrieval—0
Large Scale Video Representation Learning via Relational Graph Clustering—0
Screencast Tutorial Video UnderstandingCode0
Near-duplicate video detection featuring coupled temporal and perceptual visual structures and logical inference based matching—0
Multiple Visual-Semantic Embedding for Video Retrieval from Query Sentence—0
AMIL: Adversarial Multi Instance Learning for Human Pose EstimationCode0
Noise Estimation Using Density Estimation for Self-Supervised Multimodal LearningCode0
Self-Supervised Visual Learning by Variable Playback Speeds Prediction of a VideoCode0
Fine-Grained Instance-Level Sketch-Based Video Retrieval—0
A Proposal-based Approach for Activity Image-to-Video Retrieval—0
Deep Heterogeneous Hashing for Face Video Retrieval—0
SVD: A Large-Scale Short Video Dataset for Near-Duplicate Video Retrieval—0
Neighborhood Preserving Hashing for Scalable Video Retrieval—0
Query by Semantic Sketch—0
Audio-Visual Embedding for Cross-Modal MusicVideo Retrieval through Supervised Deep CCA—0
Fine-Grained Action Retrieval Through Multiple Parts-of-Speech Embeddings—0
Central Similarity Quantization for Efficient Image and Video RetrievalCode0
SketchGAN: Joint Sketch Completion and Recognition With Generative Adversarial Network—0
Spatio-temporal Video Re-localization by Warp LSTM—0
Efficient video indexing for monitoring disease activity and progression in the upper gastrointestinal tract—0
Interactive Video Retrieval with Dialog—0
Unsupervised Data Uncertainty Learning in Visual Retrieval Systems—0
V3C - a Research Video Collection—0
Dual Encoding for Zero-Example Video RetrievalCode0
FIVR: Fine-grained Incident Video RetrievalCode0
Find and Focus: Retrieve and Localize Video Events with Natural Language Queries—0
Temporal Modular Networks for Retrieving Complex Compositional Activities in Videos—0
Video Logo Retrieval based on local FeaturesCode0
A Joint Sequence Fusion Model for Video Question Answering and RetrievalCode0
Person Search in Videos with One Portrait Through Visual and Temporal LinksCode0
Talking Face Generation by Adversarially Disentangled Audio-Visual RepresentationCode0
Human Action Recognition and Prediction: A Survey—0
Semantic Image Retrieval by Uniting Deep Neural Networks and Cognitive Architectures—0
Learning Joint Embedding with Multimodal Cues for Cross-Modal Video-Text RetrievalCode0
LAMV: Learning to Align and Match Videos With Kernelized Temporal LayersCode0
ECO: Efficient Convolutional Network for Online Video UnderstandingCode0
Learning and Recognizing Human Action from Skeleton Movement with Deep Residual Neural Networks—0
Hashing with Mutual InformationCode0
Self-Supervised Video Hashing with Hierarchical Binary Auto-encoder—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