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 101–150 of 486 papers

TitleStatusHype
Revitalize Region Feature for Democratizing Video-Language Pre-training of RetrievalCode1
Disentangled Representation Learning for Text-Video RetrievalCode1
Show Me More Details: Discovering Hierarchies of Procedures from Semi-structured Web DataCode1
Hybrid Contrastive Quantization for Efficient Cross-View Video RetrievalCode1
Reading-strategy Inspired Visual Representation Learning for Text-to-Video RetrievalCode1
Bridging Video-text Retrieval with Multiple Choice QuestionsCode1
Multi-Query Video RetrievalCode1
Everything at Once - Multi-Modal Fusion Transformer for Video RetrievalCode1
Video Joint Modelling Based on Hierarchical Transformer for Co-summarizationCode1
Cross Modal Retrieval with Querybank NormalisationCode1
Align and Prompt: Video-and-Language Pre-training with Entity PromptsCode1
Prompting Visual-Language Models for Efficient Video UnderstandingCode1
Everything at Once -- Multi-modal Fusion Transformer for Video RetrievalCode1
TCGL: Temporal Contrastive Graph for Self-supervised Video Representation LearningCode1
Lightweight Attentional Feature Fusion: A New Baseline for Text-to-Video RetrievalCode1
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
BiC-Net: Learning Efficient Spatio-Temporal Relation for Text-Video RetrievalCode1
Video and Text Matching with Conditioned EmbeddingsCode1
CONQUER: Contextual Query-aware Ranking for Video Corpus Moment RetrievalCode1
Improving Video-Text Retrieval by Multi-Stream Corpus Alignment and Dual Softmax LossCode1
Video Contrastive Learning with Global ContextCode1
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
Self-supervised Video Representation Learning with Cross-Stream Prototypical ContrastingCode1
VALUE: A Multi-Task Benchmark for Video-and-Language Understanding EvaluationCode1
DeCEMBERT: Learning from Noisy Instructional Videos via Dense Captions and Entropy MinimizationCode1
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
CLIP4Clip: An Empirical Study of CLIP for End to End Video Clip RetrievalCode1
TEACHTEXT: CrossModal Generalized Distillation for Text-Video RetrievalCode1
Frozen in Time: A Joint Video and Image Encoder for End-to-End RetrievalCode1
MDMMT: Multidomain Multimodal Transformer for Video RetrievalCode1
On Semantic Similarity in Video RetrievalCode1
A Straightforward Framework For Video Retrieval Using CLIPCode1
SeqNet: Learning Descriptors for Sequence-based Hierarchical Place RecognitionCode1
Less is More: ClipBERT for Video-and-Language Learning via Sparse SamplingCode1
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
Dual Encoding for Video Retrieval by TextCode1
Self-supervised Video Representation Learning by Uncovering Spatio-temporal StatisticsCode1
Self-supervised Video Representation Learning by Pace PredictionCode1
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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