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Biformer: Vision transformer with bi-level routing attention
As the core building block of vision transformers, attention is a powerful tool to capture long-
range dependency. However, such power comes at a cost: it incurs a huge computation …
range dependency. However, such power comes at a cost: it incurs a huge computation …
Chat-univi: Unified visual representation empowers large language models with image and video understanding
Large language models have demonstrated impressive universal capabilities across a wide
range of open-ended tasks and have extended their utility to encompass multimodal …
range of open-ended tasks and have extended their utility to encompass multimodal …
Effective whole-body pose estimation with two-stages distillation
Whole-body pose estimation localizes the human body, hand, face, and foot keypoints in an
image. This task is challenging due to multi-scale body parts, fine-grained localization for …
image. This task is challenging due to multi-scale body parts, fine-grained localization for …
Beyond appearance: a semantic controllable self-supervised learning framework for human-centric visual tasks
Human-centric visual tasks have attracted increasing research attention due to their
widespread applications. In this paper, we aim to learn a general human representation from …
widespread applications. In this paper, we aim to learn a general human representation from …
Dynamic neural network structure: A review for its theories and applications
The dynamic neural network (DNN), in contrast to the static counterpart, offers numerous
advantages, such as improved accuracy, efficiency, and interpretability. These benefits stem …
advantages, such as improved accuracy, efficiency, and interpretability. These benefits stem …
Joint token pruning and squeezing towards more aggressive compression of vision transformers
Although vision transformers (ViTs) have shown promising results in various computer vision
tasks recently, their high computational cost limits their practical applications. Previous …
tasks recently, their high computational cost limits their practical applications. Previous …
Hourglass tokenizer for efficient transformer-based 3D human pose estimation
Transformers have been successfully applied in the field of video-based 3D human pose
estimation. However the high computational costs of these video pose transformers (VPTs) …
estimation. However the high computational costs of these video pose transformers (VPTs) …