THUMOS14

Introduced by Gorban et al. in THUMOS challenge: Action recognition with a large number of classes

The THUMOS14 (THUMOS 2014) dataset is a large-scale video dataset that includes 1,010 videos for validation and 1,574 videos for testing from 20 classes. Among all the videos, there are 220 and 212 videos with temporal annotations in validation and testing set, respectively.

Source: Learning to Localize Actions from Moments

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Benchmarks

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Task	Dataset Variant	Best Model
Temporal Action Localization	THUMOS’14	AdaTAD
Weakly Supervised Action Localization	THUMOS 2014	HR-Pro
Online Action Detection	THUMOS'14	GateHUB
Weakly Supervised Action Localization	THUMOS’14	LACP
Weakly Supervised Action Localization	THUMOS14	HR-Pro
Action Recognition	THUMOS’14	BMN
Zero-Shot Action Detection	THUMOS' 14	STALE
Action Detection	THUMOS' 14	MAT
Action Classification	THUMOS’14	3C-Net
Semi-Supervised Action Detection	THUMOS' 14	SPOT
Temporal Action Proposal Generation	THUMOS' 14	HCH
Weakly-supervised Temporal Action Localization	THUMOS’14	CO2-Net
Action Recognition In Videos	THUMOS’14	Single-stream R-C3D
Zero-Shot Action Recognition	THUMOS' 14	MSQNet
Action Classification	THUMOS'14	3C-Net
Temporal Action Localization	THUMOS'14	AdaTAD
Weakly Supervised Temporal Action Localization	THUMOS14	CO2 NET
Few Shot Temporal Action Localization	THUMOS14	FS-QAT
Temporal Action Localization	THUMOS14	BasicTAD
Action Recognition	THUMOS14	MSQNet