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Vision transformers for action recognition: A survey
Vision transformers are emerging as a powerful tool to solve computer vision problems.
Recent techniques have also proven the efficacy of transformers beyond the image domain …
Recent techniques have also proven the efficacy of transformers beyond the image domain …
Tridet: Temporal action detection with relative boundary modeling
In this paper, we present a one-stage framework TriDet for temporal action detection.
Existing methods often suffer from imprecise boundary predictions due to the ambiguous …
Existing methods often suffer from imprecise boundary predictions due to the ambiguous …
Proposal-based multiple instance learning for weakly-supervised temporal action localization
Weakly-supervised temporal action localization aims to localize and recognize actions in
untrimmed videos with only video-level category labels during training. Without instance …
untrimmed videos with only video-level category labels during training. Without instance …
Stmixer: A one-stage sparse action detector
Traditional video action detectors typically adopt the two-stage pipeline, where a person
detector is first employed to yield actor boxes and then 3D RoIAlign is used to extract actor …
detector is first employed to yield actor boxes and then 3D RoIAlign is used to extract actor …
Dyfadet: Dynamic feature aggregation for temporal action detection
Recent proposed neural network-based Temporal Action Detection (TAD) models are
inherently limited to extracting the discriminative representations and modeling action …
inherently limited to extracting the discriminative representations and modeling action …
Action detection via an image diffusion process
Action detection aims to localize the starting and ending points of action instances in
untrimmed videos and predict the classes of those instances. In this paper we make the …
untrimmed videos and predict the classes of those instances. In this paper we make the …
Movement enhancement toward multi-scale video feature representation for temporal action detection
Boundary localization is a challenging problem in Temporal Action Detection (TAD), in
which there are two main issues. First, the submergence of movement feature, ie the …
which there are two main issues. First, the submergence of movement feature, ie the …
Adapting short-term transformers for action detection in untrimmed videos
Abstract Vision Transformer (ViT) has shown high potential in video recognition owing to its
flexible design adaptable self-attention mechanisms and the efficacy of masked pre-training …
flexible design adaptable self-attention mechanisms and the efficacy of masked pre-training …
TransVFS: A spatio-temporal local–global transformer for vision-based force sensing during ultrasound-guided prostate biopsy
Y Wang, Z Ye, M Wen, H Liang, X Zhang - Medical image analysis, 2024 - Elsevier
Robot-assisted prostate biopsy is a new technology to diagnose prostate cancer, but its
safety is influenced by the inability of robots to sense the tool-tissue interaction force …
safety is influenced by the inability of robots to sense the tool-tissue interaction force …
LGAFormer: transformer with local and global attention for action detection
Temporal action detection is a very important task in video understanding, aiming at
predicting the start and end time boundaries of all action instances in an unedited video and …
predicting the start and end time boundaries of all action instances in an unedited video and …