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Text to Video Retrieval

She's gone I can't find her anywhere I'm looking everywhere for her Everywhere is dark

Papers

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Showing 1–50 of 75 papers

TitleStatusHype
X^2-VLM: All-In-One Pre-trained Model For Vision-Language TasksCode2
Revealing Single Frame Bias for Video-and-Language LearningCode2
X-Pool: Cross-Modal Language-Video Attention for Text-Video RetrievalCode1
An Empirical Study of End-to-End Video-Language Transformers with Masked Visual ModelingCode1
Bridging Video-text Retrieval with Multiple Choice QuestionsCode1
Building an Open-Vocabulary Video CLIP Model with Better Architectures, Optimization and DataCode1
CLIP4Clip: An Empirical Study of CLIP for End to End Video Clip RetrievalCode1
Clover: Towards A Unified Video-Language Alignment and Fusion ModelCode1
Condensed Movies: Story Based Retrieval with Contextual EmbeddingsCode1
DeCEMBERT: Learning from Noisy Instructional Videos via Dense Captions and Entropy MinimizationCode1
Dual Learning with Dynamic Knowledge Distillation for Partially Relevant Video RetrievalCode1
ECLIPSE: Efficient Long-range Video Retrieval using Sight and SoundCode1
End-to-End Learning of Visual Representations from Uncurated Instructional VideosCode1
Frozen in Time: A Joint Video and Image Encoder for End-to-End RetrievalCode1
GEB+: A Benchmark for Generic Event Boundary Captioning, Grounding and RetrievalCode1
Holistic Features are almost Sufficient for Text-to-Video RetrievalCode1
HowTo100M: Learning a Text-Video Embedding by Watching Hundred Million Narrated Video ClipsCode1
LAVENDER: Unifying Video-Language Understanding as Masked Language ModelingCode1
Less is More: ClipBERT for Video-and-Language Learning via Sparse SamplingCode1
Lightweight Attentional Feature Fusion: A New Baseline for Text-to-Video RetrievalCode1
MDMMT: Multidomain Multimodal Transformer for Video RetrievalCode1
MELTR: Meta Loss Transformer for Learning to Fine-tune Video Foundation ModelsCode1
MILES: Visual BERT Pre-training with Injected Language Semantics for Video-text RetrievalCode1
Multimodal Clustering Networks for Self-supervised Learning from Unlabeled VideosCode1
Partially Relevant Video RetrievalCode1
Prototype-based Aleatoric Uncertainty Quantification for Cross-modal RetrievalCode1
Reading-strategy Inspired Visual Representation Learning for Text-to-Video RetrievalCode1
Revisiting the "Video" in Video-Language UnderstandingCode1
Revitalize Region Feature for Democratizing Video-Language Pre-training of RetrievalCode1
StableFusion: Continual Video Retrieval via Frame AdaptationCode1
The End-of-End-to-End: A Video Understanding Pentathlon Challenge (2020)Code1
Towards Efficient and Effective Text-to-Video Retrieval with Coarse-to-Fine Visual Representation LearningCode1
Unified Coarse-to-Fine Alignment for Video-Text RetrievalCode1
VALUE: A Multi-Task Benchmark for Video-and-Language Understanding EvaluationCode1
VATT: Transformers for Multimodal Self-Supervised Learning from Raw Video, Audio and TextCode1
VideoCon: Robust Video-Language Alignment via Contrast CaptionsCode1
VindLU: A Recipe for Effective Video-and-Language PretrainingCode1
VIOLET : End-to-End Video-Language Transformers with Masked Visual-token ModelingCode1
Advancing High-Resolution Video-Language Representation with Large-Scale Video TranscriptionsCode1
Video-ColBERT: Contextualized Late Interaction for Text-to-Video Retrieval—0
Audio-Enhanced Text-to-Video Retrieval using Text-Conditioned Feature Alignment—0
Fighting FIRe with FIRE: Assessing the Validity of Text-to-Video Retrieval Benchmarks—0
CaReBench: A Fine-Grained Benchmark for Video Captioning and Retrieval—0
Retrieving and Highlighting Action with Spatiotemporal Reference—0
VideoCoCa: Video-Text Modeling with Zero-Shot Transfer from Contrastive Captioners—0
Learning text-to-video retrieval from image captioning—0
Learning Trajectory-Word Alignments for Video-Language Tasks—0
Sakuga-42M Dataset: Scaling Up Cartoon Research—0
Leveraging Auxiliary Information in Text-to-Video Retrieval: A Review—0
Leveraging Generative Language Models for Weakly Supervised Sentence Component Analysis in Video-Language Joint Learning—0
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All datasetsKinetics-GEB+MSR-VTTMSVD-Indonesian

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1FROZEN-revisedmAP23.39—Unverified
2FROZEN-revised (two-stream)text-to-video R@112.8—Unverified
#ModelMetricClaimedVerifiedStatus
1CLIP4Cliptext-to-video R@144.5—Unverified
#ModelMetricClaimedVerifiedStatus
1X-CLIP (Cross-Lingual)R@132.3—Unverified