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20212024
most citedMetaFormer Baselines for Vision

297 citations · 445 across the 19 of their papers we have counts for

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Showing 2023Show all

6 papers · 1 filter

cs.CV2023

Instant3D: Instant Text-to-3D Generation

Ming Li, Pan Zhou, Jia-Wei Liu +4

Text-to-3D generation has attracted much attention from the computer vision community. Existing methods mainly optimize a neural field from scratch for each text prompt, relying on…

cs.CV2023★ 5 cited

ScaleLong: Towards More Stable Training of Diffusion Model via Scaling Network Long Skip Connection

Zhongzhan Huang, Pan Zhou, Shuicheng Yan +1

In diffusion models, UNet is the most popular network backbone, since its long skip connects (LSCs) to connect distant network blocks can aggregate long-distant information and all…

cs.CV2023★ 18 cited

InceptionNeXt: When Inception Meets ConvNeXt

Weihao Yu, Pan Zhou, Shuicheng Yan +1

Inspired by the long-range modeling ability of ViTs, large-kernel convolutions are widely studied and adopted recently to enlarge the receptive field and improve model performance,…

cs.CV2023★ 3 cited

MDTv2: Masked Diffusion Transformer is a Strong Image Synthesizer

Shanghua Gao, Pan Zhou, Ming-Ming Cheng +1

Despite its success in image synthesis, we observe that diffusion probabilistic models (DPMs) often lack contextual reasoning ability to learn the relations among object parts in a…

cs.CV2023★ 1 cited

Contrastive Video Question Answering via Video Graph Transformer

Junbin Xiao, Pan Zhou, Angela Yao +4

We propose to perform video question answering (VideoQA) in a Contrastive manner via a Video Graph Transformer model (CoVGT). CoVGT's uniqueness and superiority are three-fold: 1)…

cs.CV2023

STPrivacy: Spatio-Temporal Privacy-Preserving Action Recognition

Ming Li, Xiangyu Xu, Hehe Fan +7

Existing methods of privacy-preserving action recognition (PPAR) mainly focus on frame-level (spatial) privacy removal through 2D CNNs. Unfortunately, they have two major drawbacks…