TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK
Video Captioning	YouCook2	Zhou	BLEU-3	7.53	# 3
Video Captioning	YouCook2	Zhou	BLEU-4	4.38	# 3
Video Captioning	YouCook2	Zhou	METEOR	11.55	# 4
Video Captioning	YouCook2	Zhou	ROUGE-L	27.44	# 4
Video Captioning	YouCook2	Zhou	CIDEr	0.38	# 4

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End-to-End Dense Video Captioning with Masked Transformer

CVPR 2018 • Luowei Zhou • Yingbo Zhou • Jason J. Corso • Richard Socher • Caiming Xiong

Dense video captioning aims to generate text descriptions for all events in an untrimmed video. This involves both detecting and describing events... (read more)

PDF Abstract CVPR 2018 PDF CVPR 2018 Abstract

Code

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salesforce/densecap

128

Tasks

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DENSE VIDEO CAPTIONING

VIDEO CAPTIONING

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ActivityNet

ActivityNet Captions

YouCook

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Ranked #3 on Video Captioning on YouCook2

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TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK	BENCHMARK
Video Captioning	YouCook2	Zhou	BLEU-3	7.53	# 3	Compare
			BLEU-4	4.38	# 3	Compare
			METEOR	11.55	# 4	Compare
			ROUGE-L	27.44	# 4	Compare
			CIDEr	0.38	# 4	Compare

Methods used in the Paper

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METHOD	TYPE
Residual Connection	Skip Connections
BPE	Subword Segmentation
Dense Connections	Feedforward Networks
Label Smoothing	Regularization
ReLU	Activation Functions
Adam	Stochastic Optimization
Softmax	Output Functions
Dropout	Regularization
Multi-Head Attention	Attention Modules
Layer Normalization	Normalization
Scaled Dot-Product Attention	Attention Mechanisms
Transformer	Transformers

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