Action Classification
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Benchmarks
Kinetics-400
Kinetics-600
Charades
Kinetics-700
MiT
Toyota Smarthome dataset
AViD
Kinetics-Sounds
Moments in Time
ActivityNet-1.2
Kinetics-700-2020
THUMOS’14
WiGesture
MIT
TTStroke-21 ME22
ActivityNet
BABEL
CelebV-HQ
Diving-48
HMDB51
Jester test
MiniKinetics
Something-Something V2
THUMOS'14
TTStroke-21 ME21
UCF101
WiFall
YouCook2
Most implemented
High Quality Monocular Depth Estimation via Transfer Learning
Quo Vadis, Action Recognition? A New Model and the Kinetics Dataset
Non-local Neural Networks
Drop an Octave: Reducing Spatial Redundancy in Convolutional Neural Networks with Octave Convolution
A Closer Look at Spatiotemporal Convolutions for Action Recognition
Swin Transformer V2: Scaling Up Capacity and Resolution
Papers
P-JEPA: Procedural Video Representation Learning via Joint Embedding Predictive Architecture
The increasing maturity of embodied AI platforms has driven a growing interest in procedural video representation learning to support intelligent assistance systems for complex, multi-step tasks. Leveraging large-scale l…
Representation LearningAction ClassificationAction SegmentationT-MOR: Learning Motion-Aware Skeleton Representations for Human Action Recognition
Vision-language models such as CLIP have recently achieved strong performance on a wide range of visual understanding tasks. However, most existing models rely primarily on appearance-level supervision from images or vid…
Action ClassificationContrastive LearningAction UnderstandingAction RecognitionDecoupled Object-Centric Video Understanding for Generating Robotic Manipulation Commands
Translating video demonstrations into executable robot commands remains challenging because existing methods often fail to identify which objects are functionally involved in the demonstrated action. As a result, they ma…
Zero-shot GeneralizationAction ClassificationAction RecognitionPlayClass: Automated Play Behaviour Classification in Poultry
Automated monitoring of animal welfare has largely targeted negative indicators, leaving positive welfare behaviours such as play underexplored. To address this gap, we present PlayClass, a pipeline for play-behaviour cl…
Action ClassificationZero-Shot Temporal Action Localization Through Textual Guidance
Zero-shot temporal action localization (ZS-TAL) consists of classifying and localizing actions in untrimmed videos, where action classes are unseen at training time. Existing work uses Vision and Language Models (VLMs), …
Temporal Action LocalizationAction ClassificationATRACT: A Trustworthy Robotic Autonomous system to support Casualty Triage
At a time when drones are increasingly associated with hostile operations, we re-purpose them for humanitarian and life-saving applications. However, adapting search and rescue drones for battlefield triage remains extre…
Action ClassificationData Augmentation