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Interact before align: Leveraging cross-modal knowledge for domain adaptive action recognition
Unsupervised domain adaptive video action recognition aims to recognize actions of a
target domain using a model trained with only out-of-domain (source) annotations. The …
target domain using a model trained with only out-of-domain (source) annotations. The …
Dual alignment unsupervised domain adaptation for video-text retrieval
Video-text retrieval is an emerging stream in both computer vision and natural language
processing communities, which aims to find relevant videos given text queries. In this paper …
processing communities, which aims to find relevant videos given text queries. In this paper …
Domain generalization through audio-visual relative norm alignment in first person action recognition
First person action recognition is becoming an increasingly researched area thanks to the
rising popularity of wearable cameras. This is bringing to light cross-domain issues that are …
rising popularity of wearable cameras. This is bringing to light cross-domain issues that are …
Relative norm alignment for tackling domain shift in deep multi-modal classification
Multi-modal learning has gained significant attention due to its ability to enhance machine
learning algorithms. However, it brings challenges related to modality heterogeneity and …
learning algorithms. However, it brings challenges related to modality heterogeneity and …
Adamsformer for spatial action localization in the future
Predicting future action locations is vital for applications like human-robot collaboration.
While some computer vision tasks have made progress in predicting human actions …
While some computer vision tasks have made progress in predicting human actions …
Exploiting instance-based mixed sampling via auxiliary source domain supervision for domain-adaptive action detection
We propose a novel domain adaptive action detection approach and a new adaptation
protocol that leverages the recent advancements in image-level unsupervised domain …
protocol that leverages the recent advancements in image-level unsupervised domain …
Domain adaptation in multi-view embedding for cross-modal video retrieval
Given a gallery of uncaptioned video sequences, this paper considers the task of retrieving
videos based on their relevance to an unseen text query. To compensate for the lack of …
videos based on their relevance to an unseen text query. To compensate for the lack of …
Toward human-robot cooperation: Unsupervised domain adaptation for egocentric action recognition
With the advent of collaborative manipulators, the community is pushing the limits of human-
robot interaction with novel control, planning, and task allocation strategies. For a purposeful …
robot interaction with novel control, planning, and task allocation strategies. For a purposeful …
About Time: Advances, Challenges, and Outlooks of Action Understanding
We have witnessed impressive advances in video action understanding. Increased dataset
sizes, variability, and computation availability have enabled leaps in performance and task …
sizes, variability, and computation availability have enabled leaps in performance and task …
Object-based (yet Class-agnostic) Video Domain Adaptation
D Niu, A Bar, R Herzig, T Darrell… - arxiv preprint arxiv …, 2023 - arxiv.org
Existing video-based action recognition systems typically require dense annotation and
struggle in environments when there is significant distribution shift relative to the training …
struggle in environments when there is significant distribution shift relative to the training …