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 151–200 of 486 papers

TitleStatusHype
Self-supervised Video Representation Learning Using Inter-intra Contrastive FrameworkCode1
Temporal Context Aggregation for Video Retrieval with Contrastive LearningCode1
Memory-augmented Dense Predictive Coding for Video Representation LearningCode1
The End-of-End-to-End: A Video Understanding Pentathlon Challenge (2020)Code1
Multi-modal Transformer for Video RetrievalCode1
Generalized Few-Shot Video Classification with Video Retrieval and Feature GenerationCode1
Video Playback Rate Perception for Self-supervisedSpatio-Temporal Representation LearningCode1
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
Searching for Actions on the HyperboleCode1
Video Playback Rate Perception for Self-Supervised Spatio-Temporal Representation LearningCode1
Condensed Movies: Story Based Retrieval with Contextual EmbeddingsCode1
HERO: Hierarchical Encoder for Video+Language Omni-representation Pre-trainingCode1
Targeted Attack for Deep Hashing based RetrievalCode1
SpeedNet: Learning the Speediness in VideosCode1
UniVL: A Unified Video and Language Pre-Training Model for Multimodal Understanding and GenerationCode1
TVR: A Large-Scale Dataset for Video-Subtitle Moment RetrievalCode1
Video Cloze Procedure for Self-Supervised Spatio-Temporal LearningCode1
End-to-End Learning of Visual Representations from Uncurated Instructional VideosCode1
Multimedia Retrieval Through Unsupervised Hypergraph-Based Manifold RankingCode1
ViSiL: Fine-grained Spatio-Temporal Video Similarity LearningCode1
Use What You Have: Video Retrieval Using Representations From Collaborative ExpertsCode1
HowTo100M: Learning a Text-Video Embedding by Watching Hundred Million Narrated Video ClipsCode1
IMAE for Noise-Robust Learning: Mean Absolute Error Does Not Treat Examples Equally and Gradient Magnitude's Variance MattersCode1
Learning a Text-Video Embedding from Incomplete and Heterogeneous DataCode1
Dense-Captioning Events in VideosCode1
Q2E: Query-to-Event Decomposition for Zero-Shot Multilingual Text-to-Video Retrieval—0
MAGMaR Shared Task System Description: Video Retrieval with OmniEmbed—0
From Play to Replay: Composed Video Retrieval for Temporally Fine-Grained VideosCode0
Leveraging Auxiliary Information in Text-to-Video Retrieval: A Review—0
Learning World Models for Interactive Video Generation—0
A Challenge to Build Neuro-Symbolic Video AgentsCode0
Contrastive Alignment with Semantic Gap-Aware Corrections in Text-Video RetrievalCode0
CMAWRNet: Multiple Adverse Weather Removal via a Unified Quaternion Neural Architecture—0
Empowering Agentic Video Analytics Systems with Video Language Models—0
ReSpec: Relevance and Specificity Grounded Online Filtering for Learning on Video-Text Data StreamsCode0
Prototypes are Balanced Units for Efficient and Effective Partially Relevant Video Retrieval—0
Towards Efficient Partially Relevant Video Retrieval with Active Moment DiscoveringCode0
Towards Efficient and Robust Moment Retrieval System: A Unified Framework for Multi-Granularity Models and Temporal Reranking—0
TC-MGC: Text-Conditioned Multi-Grained Contrastive Learning for Text-Video RetrievalCode0
Leveraging Modality Tags for Enhanced Cross-Modal Video Retrieval—0
Video-ColBERT: Contextualized Late Interaction for Text-to-Video Retrieval—0
Enhancing Subsequent Video Retrieval via Vision-Language Models (VLMs)Code0
Long-VMNet: Accelerating Long-Form Video Understanding via Fixed Memory—0
Quality Over Quantity? LLM-Based Curation for a Data-Efficient Audio-Video Foundation Model—0
Narrating the Video: Boosting Text-Video Retrieval via Comprehensive Utilization of Frame-Level Captions—0
LLaVE: Large Language and Vision Embedding Models with Hardness-Weighted Contrastive Learning—0
Learning to Generate Long-term Future Narrations Describing Activities of Daily Living—0
TransMamba: Fast Universal Architecture Adaption from Transformers to Mamba—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