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另一种是有监督预训练和自监督预训练的结合,例如 SupCon 或 SupMAE。 作者提出的多输入多目标最大化互信息预训练框架,也就是提出的 M3I Pre-training 如下: M3I 作者通过 mixup 实现两张图像 view 1 的多输入,当预测目标为第一张图象的 view1 和第二张图像的 view2,这个框架实现的是自监督学习;当预测目标...
本文验证了 DyNet 在一体化环境中的图像去噪、去雨和去雾,与基线模型相比,GFlops 降低了 31.34%,参数减少了 56.75%,取得了最先进的结果。 题目:Dynamic Pre-training: Towards Efficient and Scalable All-in-One Image Restoration 作者:Akshay Dudhane, Omkar Thawakar, Syed Waqas Zamir等 论文链接:https://ar...
To effectively exploit the potential of large-scale models, various pre-training strategies supported by massive data from different sources are proposed, including supervised pre-training, weakly-supervised pre-training, and self-supervised pre-training. It has been proved that combining multiple pre-t...
All in One: Exploring Unified Video-Language Pre-training 同样也是为了减少模型参数,提高推理速度。主流视频语言预训练模型 由三部分组成,视频编码器、文本编码器和视频-文本融合模块。他们通过使用heavy的单模态编码器或多模融合模块来追求更好的性能,从而导致下游任务的参数增加而效率降低。在这项工作中,我们首次引...
题目:Dynamic Pre-training: Towards Efficient and Scalable All-in-One Image Restoration作者:Akshay Dudhane, Omkar Thawakar, Syed Waqas Zamir等论文链接:https://arxiv.org/abs/2404.02154代码链接:https://github.com/akshaydudhane16/DyNet来源:arxiv 2024内容整理:周楚骎 一体化图像修复使用统一的模型处理不...
另外,为了克服视频数据的独特时间信息带来的跨模态挑战,All-in-one 引入了一种 token rolling operation,以非参数方式对 video clips 的时域表示进行编码。 相关资料: 模型用例:towhee.models.allinone 论文:All in One: Exploring Unified Video-Language Pre-training 如果你觉得我们分享的内容还不错,请不要吝啬给...
in one's way:这个短语有点微妙,既可以表示“以我自己的方式”,也可以表示“挡住某人做事情”,具体要结合语境。而在这段对话,两个意思都有了。 10:51 - Naomi. Did we have plans?- No, I just popped in with a question.pop in:突然出现;偶然来访 11:18 Are you still up for your number?up ...
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