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Gaussian temporal awareness networks for action localization
Temporally localizing actions in a video is a fundamental challenge in video understanding.
Most existing approaches have often drawn inspiration from image object detection and …
Most existing approaches have often drawn inspiration from image object detection and …
Tsp: Temporally-sensitive pretraining of video encoders for localization tasks
Due to the large memory footprint of untrimmed videos, current state-of-the-art video
localization methods operate atop precomputed video clip features. These features are …
localization methods operate atop precomputed video clip features. These features are …
Weakly-supervised action localization with background modeling
We describe a latent approach that learns to detect actions in long sequences given training
videos with only whole-video class labels. Our approach makes use of two innovations to …
videos with only whole-video class labels. Our approach makes use of two innovations to …
Structured multi-level interaction network for video moment localization via language query
We address the problem of localizing a specific moment described by a natural language
query. Existing works interact the query with either video frame or moment proposal, and …
query. Existing works interact the query with either video frame or moment proposal, and …
Scale matters: Temporal scale aggregation network for precise action localization in untrimmed videos
Temporal action localization is a recently-emerging task, aiming to localize video segments
from untrimmed videos which contain specific actions. This work proposes a novel …
from untrimmed videos which contain specific actions. This work proposes a novel …
Uboco: Unsupervised boundary contrastive learning for generic event boundary detection
Abstract Generic Event Boundary Detection (GEBD) is a newly suggested video
understanding task that aims to find one level deeper semantic boundaries of events …
understanding task that aims to find one level deeper semantic boundaries of events …
Refineloc: Iterative refinement for weakly-supervised action localization
Video action detectors are usually trained using datasets with fully-supervised temporal
annotations. Building such datasets is an expensive task. To alleviate this problem, recent …
annotations. Building such datasets is an expensive task. To alleviate this problem, recent …