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 301–350 of 486 papers

TitleStatusHype
TCGL: Temporal Contrastive Graph for Self-supervised Video Representation LearningCode1
Lightweight Attentional Feature Fusion: A New Baseline for Text-to-Video RetrievalCode1
Generalizable Multi-linear Attention Network—0
AssistSR: Task-oriented Video Segment Retrieval for Personal AI AssistantCode1
Video Content Classification using Deep LearningCode1
VIOLET : End-to-End Video-Language Transformers with Masked Visual-token ModelingCode1
Florence: A New Foundation Model for Computer VisionCode1
Advancing High-Resolution Video-Language Representation with Large-Scale Video TranscriptionsCode1
Induce, Edit, Retrieve:Language Grounded Multimodal Schema for Instructional Video Retrieval—0
CREATE: A Benchmark for Chinese Short Video Retrieval and Title Generation—0
CLIP2TV: Align, Match and Distill for Video-Text Retrieval—0
SwAMP: Swapped Assignment of Multi-Modal Pairs for Cross-Modal Retrieval—0
Masking Modalities for Cross-modal Video Retrieval—0
BiC-Net: Learning Efficient Spatio-Temporal Relation for Text-Video RetrievalCode1
Domain Adaptation in Multi-View Embedding for Cross-Modal Video Retrieval—0
Video and Text Matching with Conditioned EmbeddingsCode1
Coarse to Fine: Video Retrieval before Moment Localization—0
ViSeRet: A simple yet effective approach to moment retrieval via fine-grained video segmentation—0
Spatio-Temporal Video Representation Learning for AI Based Video Playback Style Prediction—0
Vi-MIX FOR SELF-SUPERVISED VIDEO REPRESENTATION—0
VideoCLIP: Contrastive Pre-training for Zero-shot Video-Text Understanding—0
Self-Supervised Video Representation Learning by Video Incoherence Detection—0
CONQUER: Contextual Query-aware Ranking for Video Corpus Moment RetrievalCode1
Improving Video-Text Retrieval by Multi-Stream Corpus Alignment and Dual Softmax LossCode1
TACo: Token-aware Cascade Contrastive Learning for Video-Text Alignment—0
Self-Supervised Video Representation Learning with Meta-Contrastive Network—0
Video Contrastive Learning with Global ContextCode1
Boosting Video Captioning with Dynamic Loss Network—0
Use of Affective Visual Information for Summarization of Human-Centric Videos—0
Video 3D Sampling for Self-supervised Representation Learning—0
Inter-intra Variant Dual Representations forSelf-supervised Video RecognitionCode0
DnS: Distill-and-Select for Efficient and Accurate Video Indexing and RetrievalCode1
CLIP2Video: Mastering Video-Text Retrieval via Image CLIPCode1
Self-Supervised Video Hashing via Bidirectional TransformersCode1
Universal Adversarial Head: Practical Protection against Video Data Leakage—0
Self-supervised Video Representation Learning with Cross-Stream Prototypical ContrastingCode1
VALUE: A Multi-Task Benchmark for Video-and-Language Understanding EvaluationCode1
ASCNet: Self-supervised Video Representation Learning with Appearance-Speed Consistency—0
DeCEMBERT: Learning from Noisy Instructional Videos via Dense Captions and Entropy MinimizationCode1
CNN Retrieval based Unsupervised Metric Learning for Near-Duplicated Video Retrieval—0
SSAN: Separable Self-Attention Network for Video Representation Learning—0
VLM: Task-agnostic Video-Language Model Pre-training for Video Understanding—0
Action in Mind: A Neural Network Approach to Action Recognition and Segmentation—0
TRECVID 2020: A comprehensive campaign for evaluating video retrieval tasks across multiple application domainsCode1
Multimodal Clustering Networks for Self-supervised Learning from Unlabeled VideosCode1
VATT: Transformers for Multimodal Self-Supervised Learning from Raw Video, Audio and TextCode1
T2VLAD: Global-Local Sequence Alignment for Text-Video RetrievalCode0
CLIP4Clip: An Empirical Study of CLIP for End to End Video Clip RetrievalCode1
Self-supervised Video Retrieval Transformer Network—0
TEACHTEXT: CrossModal Generalized Distillation for Text-Video RetrievalCode1
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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