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
Object Priors for Classifying and Localizing Unseen ActionsCode0
Self-supervised Video Representation Learning by Context and Motion DecouplingCode0
CUPID: Adaptive Curation of Pre-training Data for Video-and-Language Representation Learning—0
Frozen in Time: A Joint Video and Image Encoder for End-to-End RetrievalCode1
Grounding Physical Concepts of Objects and Events Through Dynamic Visual Reasoning—0
MDMMT: Multidomain Multimodal Transformer for Video RetrievalCode1
On Semantic Similarity in Video RetrievalCode1
Rudder: A Cross Lingual Video and Text Retrieval DatasetCode0
A Straightforward Framework For Video Retrieval Using CLIPCode1
SeqNet: Learning Descriptors for Sequence-based Hierarchical Place RecognitionCode1
Clarification of Video Retrieval Query Results by the Automated Insertion of Supporting Shots—0
Win-Fail Action RecognitionCode0
Less is More: ClipBERT for Video-and-Language Learning via Sparse SamplingCode1
Temporal Contrastive Graph Learning for Video Action Recognition and Retrieval—0
Self-supervised Temporal Learning—0
Grounding Physical Object and Event Concepts Through Dynamic Visual Reasoning—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
COOT: Cooperative Hierarchical Transformer for Video-Text Representation LearningCode1
Pretext-Contrastive Learning: Toward Good Practices in Self-supervised Video Representation LeaningCode1
RSPNet: Relative Speed Perception for Unsupervised Video Representation LearningCode1
Self-supervised Co-training for Video Representation LearningCode1
Audio-based Near-Duplicate Video Retrieval with Audio Similarity LearningCode1
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
Dual Encoding for Video Retrieval by TextCode1
Self-supervised Video Representation Learning by Uncovering Spatio-temporal StatisticsCode1
Discriminative Residual Analysis for Image Set Classification with Posture and Age VariationsCode0
Self-supervised Video Representation Learning by Pace PredictionCode1
Self-supervised Video Representation Learning Using Inter-intra Contrastive FrameworkCode1
The VISIONE Video Search System: Exploiting Off-the-Shelf Text Search Engines for Large-Scale Video Retrieval—0
Exploring Relations in Untrimmed Videos for Self-Supervised Learning—0
Temporal Context Aggregation for Video Retrieval with Contrastive LearningCode1
The End-of-End-to-End: A Video Understanding Pentathlon Challenge (2020)Code1
Memory-augmented Dense Predictive Coding for Video Representation LearningCode1
Multi-modal Transformer for Video RetrievalCode1
Generalized Few-Shot Video Classification with Video Retrieval and Feature GenerationCode1
Tree-Augmented Cross-Modal Encoding for Complex-Query Video Retrieval—0
Video Playback Rate Perception for Self-supervisedSpatio-Temporal Representation LearningCode1
Exploiting Visual Semantic Reasoning for Video-Text Retrieval—0
AVLnet: Learning Audio-Visual Language Representations from Instructional VideosCode1
Delta Descriptors: Change-Based Place Representation for Robust Visual LocalizationCode1
Hysia: Serving DNN-Based Video-to-Retail Applications in CloudCode1
Video Playback Rate Perception for Self-Supervised Spatio-Temporal Representation LearningCode1
Screencast Tutorial Video UnderstandingCode0
Searching for Actions on the HyperboleCode1
Large Scale Video Representation Learning via Relational Graph Clustering—0
Near-duplicate video detection featuring coupled temporal and perceptual visual structures and logical inference based matching—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