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 201–250 of 486 papers

TitleStatusHype
Classroom Video Assessment and Retrieval via Multiple Instance Learning—0
CLIP2TV: Align, Match and Distill for Video-Text Retrieval—0
CLOP: Video-and-Language Pre-Training with Knowledge Regularizations—0
CMAWRNet: Multiple Adverse Weather Removal via a Unified Quaternion Neural Architecture—0
CNN Retrieval based Unsupervised Metric Learning for Near-Duplicated Video Retrieval—0
Coarse to Fine: Video Retrieval before Moment Localization—0
CoAVT: A Cognition-Inspired Unified Audio-Visual-Text Pre-Training Model for Multimodal Processing—0
Colo-SCRL: Self-Supervised Contrastive Representation Learning for Colonoscopic Video Retrieval—0
Contrastive Video-Language Learning with Fine-grained Frame Sampling—0
Controllable Augmentations for Video Representation Learning—0
COTS: Collaborative Two-Stream Vision-Language Pre-Training Model for Cross-Modal Retrieval—0
CREATE: A Benchmark for Chinese Short Video Retrieval and Title Generation—0
CREATE: A Benchmark for Chinese Short Video Retrieval and Title Generation—0
CUPID: Adaptive Curation of Pre-training Data for Video-and-Language Representation Learning—0
Deep Heterogeneous Hashing for Face Video Retrieval—0
Deep Learning Based Semantic Video Indexing and Retrieval—0
De-Hashing: Server-Side Context-Aware Feature Reconstruction for Mobile Visual Search—0
Detours for Navigating Instructional Videos—0
Discrete Wavelet Transform and Gradient Difference based approach for text localization in videos—0
Distilling Vision-Language Models on Millions of Videos—0
Domain Adaptation in Multi-View Embedding for Cross-Modal Video Retrieval—0
Dual-Stream Knowledge-Preserving Hashing for Unsupervised Video Retrieval—0
EA-VTR: Event-Aware Video-Text Retrieval—0
Efficient Action Detection in Untrimmed Videos via Multi-Task Learning—0
Efficient video indexing for monitoring disease activity and progression in the upper gastrointestinal tract—0
Ego-Surfing: Person Localization in First-Person Videos Using Ego-Motion Signatures—0
Empowering Agentic Video Analytics Systems with Video Language Models—0
Encode the Unseen: Predictive Video Hashing for Scalable Mid-Stream Retrieval—0
End-to-end Concept Word Detection for Video Captioning, Retrieval, and Question Answering—0
End-to-end Generative Pretraining for Multimodal Video Captioning—0
Enhanced Multimodal Representation Learning with Cross-modal KD—0
Enhancing Interactive Image Retrieval With Query Rewriting Using Large Language Models and Vision Language Models—0
Event-aware Video Corpus Moment Retrieval—0
Event Extraction in Video Transcripts—0
E-ViLM: Efficient Video-Language Model via Masked Video Modeling with Semantic Vector-Quantized Tokenizer—0
ExpertAF: Expert Actionable Feedback from Video—0
Exploiting Visual Semantic Reasoning for Video-Text Retrieval—0
Exploring Relations in Untrimmed Videos for Self-Supervised Learning—0
Face Video Retrieval With Image Query via Hashing Across Euclidean Space and Riemannian Manifold—0
Fighting FIRe with FIRE: Assessing the Validity of Text-to-Video Retrieval Benchmarks—0
Find and Focus: Retrieve and Localize Video Events with Natural Language Queries—0
Fine-Grained Action Retrieval Through Multiple Parts-of-Speech Embeddings—0
Fine-Grained Instance-Level Sketch-Based Video Retrieval—0
Fine-grained Text-Video Retrieval with Frozen Image Encoders—0
CaReBench: A Fine-Grained Benchmark for Video Captioning and Retrieval—0
FMM-X3D: FPGA-based modeling and mapping of X3D for Human Action Recognition—0
fpgaHART: A toolflow for throughput-oriented acceleration of 3D CNNs for HAR onto FPGAs—0
Free-Form Multi-Modal Multimedia Retrieval (4MR)—0
Generalizable Multi-linear Attention Network—0
Generative Ghost: Investigating Ranking Bias Hidden in AI-Generated Videos—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