Search Results for author: Kirill Vishniakov

Found 3 papers, 2 papers with code

Initializing Models with Larger Ones

1 code implementation30 Nov 2023 Zhiqiu Xu, Yanjie Chen, Kirill Vishniakov, Yida Yin, Zhiqiang Shen, Trevor Darrell, Lingjie Liu, Zhuang Liu

Weight selection offers a new approach to leverage the power of pretrained models in resource-constrained settings, and we hope it can be a useful tool for training small models in the large-model era.

Knowledge Distillation

ConvNet vs Transformer, Supervised vs CLIP: Beyond ImageNet Accuracy

1 code implementation15 Nov 2023 Kirill Vishniakov, Zhiqiang Shen, Zhuang Liu

Modern computer vision offers a great variety of models to practitioners, and selecting a model from multiple options for specific applications can be challenging.

Classification Robust classification +2

MixMask: Revisiting Masking Strategy for Siamese ConvNets

no code implementations20 Oct 2022 Kirill Vishniakov, Eric Xing, Zhiqiang Shen

These include (I) the inability to drop uninformative masked regions in ConvNets as they process data continuously, resulting in low training efficiency compared to ViT models; and (II) the mismatch between erase-based masking and the contrastive-based objective in Siamese ConvNets, which differs from the MIM approach.

object-detection Object Detection +1

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