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A review of multimodal human activity recognition with special emphasis on classification, applications, challenges and future directions
Human activity recognition (HAR) is one of the most important and challenging problems in
the computer vision. It has critical application in wide variety of tasks including gaming …
the computer vision. It has critical application in wide variety of tasks including gaming …
Future transformer for long-term action anticipation
The task of predicting future actions from a video is crucial for a real-world agent interacting
with others. When anticipating actions in the distant future, we humans typically consider …
with others. When anticipating actions in the distant future, we humans typically consider …
P3iv: Probabilistic procedure planning from instructional videos with weak supervision
In this paper, we study the problem of procedure planning in instructional videos. Here, an
agent must produce a plausible sequence of actions that can transform the environment …
agent must produce a plausible sequence of actions that can transform the environment …
Pdpp: Projected diffusion for procedure planning in instructional videos
In this paper, we study the problem of procedure planning in instructional videos, which aims
to make goal-directed plans given the current visual observations in unstructured real-life …
to make goal-directed plans given the current visual observations in unstructured real-life …
Learning to anticipate egocentric actions by imagination
Anticipating actions before they are executed is crucial for a wide range of practical
applications, including autonomous driving and robotics. In this paper, we study the …
applications, including autonomous driving and robotics. In this paper, we study the …
Procedure planning in instructional videos
In this paper, we study the problem of procedure planning in instructional videos, which can
be seen as a step towards enabling autonomous agents to plan for complex tasks in …
be seen as a step towards enabling autonomous agents to plan for complex tasks in …
Uncertainty-aware Action Decoupling Transformer for Action Anticipation
Human action anticipation aims at predicting what people will do in the future based on past
observations. In this paper we introduce Uncertainty-aware Action Decoupling Transformer …
observations. In this paper we introduce Uncertainty-aware Action Decoupling Transformer …
Event-guided procedure planning from instructional videos with text supervision
In this work, we focus on the task of procedure planning from instructional videos with text
supervision, where a model aims to predict an action sequence to transform the initial visual …
supervision, where a model aims to predict an action sequence to transform the initial visual …
Rethinking learning approaches for long-term action anticipation
Action anticipation involves predicting future actions having observed the initial portion of a
video. Typically, the observed video is processed as a whole to obtain a video-level …
video. Typically, the observed video is processed as a whole to obtain a video-level …
Self-regulated learning for egocentric video activity anticipation
Future activity anticipation is a challenging problem in egocentric vision. As a standard
future activity anticipation paradigm, recursive sequence prediction suffers from the …
future activity anticipation paradigm, recursive sequence prediction suffers from the …