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Action Recognition

SOI: Scaling Down Computational Complexity by Estimating Partial States of the Model
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Computer Vision Action Recognition 🏢 Samsung AI Center Warsaw
Scattered Online Inference (SOI) drastically cuts down ANN computational complexity by leveraging data continuity and prediction seasonality, enabling faster real-time inference on low-power devices.
Recovering Complete Actions for Cross-dataset Skeleton Action Recognition
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Computer Vision Action Recognition 🏢 Tsinghua University
Boost skeleton action recognition accuracy across datasets by recovering complete actions and resampling; outperforms existing methods.
Flow Snapshot Neurons in Action: Deep Neural Networks Generalize to Biological Motion Perception
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Computer Vision Action Recognition 🏢 College of Computing and Data Science, Nanyang Technological University, Singapore
Deep neural networks finally match human biological motion perception capabilities by leveraging patch-level optical flows and innovative neuron designs, achieving a 29% accuracy improvement.
Does Video-Text Pretraining Help Open-Vocabulary Online Action Detection?
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Computer Vision Action Recognition 🏢 Tongji University
Zero-shot online action detection gets a boost! OV-OAD leverages vision-language models and text supervision to achieve impressive performance on various benchmarks without relying on manual annotati…
CHASE: Learning Convex Hull Adaptive Shift for Skeleton-based Multi-Entity Action Recognition
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Computer Vision Action Recognition 🏢 Sun Yat-Sen University
CHASE: A novel method for skeleton-based multi-entity action recognition that cleverly adapts skeleton positions to minimize data bias and boost accuracy.
ActFusion: a Unified Diffusion Model for Action Segmentation and Anticipation
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AI Generated Computer Vision Action Recognition 🏢 Pohang University of Science and Technology
ActFusion: a unified diffusion model achieving state-of-the-art performance in both action segmentation and anticipation by jointly learning visible and invisible parts of video sequences.