Browse SoTA > Action Classification

Action Classification

37 papers with code ·

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Greatest papers with code

Quo Vadis, Action Recognition? A New Model and the Kinetics Dataset

CVPR 2017 deepmind/kinetics-i3d

The paucity of videos in current action classification datasets (UCF-101 and HMDB-51) has made it difficult to identify good video architectures, as most methods obtain similar performance on existing small-scale benchmarks.

ACTION CLASSIFICATION ACTION RECOGNITION SKELETON BASED ACTION RECOGNITION

ECO: Efficient Convolutional Network for Online Video Understanding

ECCV 2018 mzolfaghari/ECO-efficient-video-understanding

In this paper, we introduce a network architecture that takes long-term content into account and enables fast per-video processing at the same time.

Ranked #17 on Action Recognition on Something-Something V1 (using extra training data)

ACTION CLASSIFICATION ACTION CLASSIFICATION ACTION RECOGNITION VIDEO CAPTIONING VIDEO RETRIEVAL VIDEO UNDERSTANDING

Graph Convolutional Networks for Temporal Action Localization

ICCV 2019 Alvin-Zeng/PGCN

Then we apply the GCNs over the graph to model the relations among different proposals and learn powerful representations for the action classification and localization.

ACTION CLASSIFICATION ACTION CLASSIFICATION TEMPORAL ACTION LOCALIZATION

Temporal Action Localization in Untrimmed Videos via Multi-stage CNNs

CVPR 2016 zhengshou/scnn

To address this challenging issue, we exploit the effectiveness of deep networks in temporal action localization via three segment-based 3D ConvNets: (1) a proposal network identifies candidate segments in a long video that may contain actions; (2) a classification network learns one-vs-all action classification model to serve as initialization for the localization network; and (3) a localization network fine-tunes on the learned classification network to localize each action instance.

ACTION CLASSIFICATION ACTION CLASSIFICATION TEMPORAL ACTION LOCALIZATION TEMPORAL LOCALIZATION

Visual Semantic Role Labeling

17 May 2015s-gupta/v-coco

In this paper we introduce the problem of Visual Semantic Role Labeling: given an image we want to detect people doing actions and localize the objects of interaction.

ACTION CLASSIFICATION ACTION CLASSIFICATION ACTION RECOGNITION SEMANTIC ROLE LABELING