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09/14/2023
Disentangling Spatial and Temporal Learning for Efficient Image-to-Video Transfer Learning
Recently, large-scale pre-trained language-image models like CLIP have s...
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08/24/2023
HR-Pro: Point-supervised Temporal Action Localization via Hierarchical Reliability Propagation
Point-supervised Temporal Action Localization (PSTAL) is an emerging res...
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08/10/2023
Temporally-Adaptive Models for Efficient Video Understanding
Spatial convolutions are extensively used in numerous deep video models....
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04/03/2023
MoLo: Motion-augmented Long-short Contrastive Learning for Few-shot Action Recognition
Current state-of-the-art approaches for few-shot action recognition achi...
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11/02/2022
Learning a Condensed Frame for Memory-Efficient Video Class-Incremental Learning
Recent incremental learning for action recognition usually stores repres...
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07/24/2022
MAR: Masked Autoencoders for Efficient Action Recognition
Standard approaches for video recognition usually operate on the full in...
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10/12/2021
TAda! Temporally-Adaptive Convolutions for Video Understanding
Spatial convolutions are widely used in numerous deep video models. It f...
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08/24/2021
ParamCrop: Parametric Cubic Cropping for Video Contrastive Learning
The central idea of contrastive learning is to discriminate between diff...
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06/24/2021
Exploring Stronger Feature for Temporal Action Localization
Temporal action localization aims to localize starting and ending time w...
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06/21/2021
OadTR: Online Action Detection with Transformers
Most recent approaches for online action detection tend to apply Recurre...
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06/20/2021
Weakly-Supervised Temporal Action Localization Through Local-Global Background Modeling
Weakly-Supervised Temporal Action Localization (WS-TAL) task aims to rec...
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06/20/2021
Proposal Relation Network for Temporal Action Detection
This technical report presents our solution for temporal action detectio...
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06/15/2021
Relation Modeling in Spatio-Temporal Action Localization
This paper presents our solution to the AVA-Kinetics Crossover Challenge...
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06/13/2021
A Stronger Baseline for Ego-Centric Action Detection
This technical report analyzes an egocentric video action detection meth...
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06/09/2021
Towards Training Stronger Video Vision Transformers for EPIC-KITCHENS-100 Action Recognition
With the recent surge in the research of vision transformers, they have ...
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04/07/2021
Self-Supervised Learning for Semi-Supervised Temporal Action Proposal
Self-supervised learning presents a remarkable performance to utilize un...
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03/24/2021
Temporal Context Aggregation Network for Temporal Action Proposal Refinement
Temporal action proposal generation aims to estimate temporal intervals ...
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06/13/2020
CBR-Net: Cascade Boundary Refinement Network for Action Detection: Submission to ActivityNet Challenge 2020 (Task 1)
In this report, we present our solution for the task of temporal action ...
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06/13/2020