
超越KL!大连理工发布Wasserstein距离知识蒸馏新方法|NeurIPS …
2025年1月16日 · 提出了一种基于离散WD的Logit蒸馏方法(WKD-L),可以通过教师和学生预测概率之间的跨类别比较,利用类别间丰富的相互关系,克服KL-Div无法进行类别间比较的缺点。 将连续WD引入中间层进行Feature蒸馏(WKD-F),可以有效地利用高斯分布的Riemann空间几何结构,优于无法感知几何结构的KL-Div。 在图像分类和目标检测任务中,WKD-L优于非常强的基于KL-Div的Logit蒸馏方法,而WKD-F在特征蒸馏中优于KL-Div的对比方法和最先进的方法。 …
Wasserstein Distance Rivals Kullback-Leibler Divergence for …
2024年12月11日 · Comprehensive evaluations on image classification and object detection have shown (1) for logit distillation WKD-L outperforms very strong KL-Div variants; (2) for feature distillation WKD-F is superior to the KL-Div counterparts and state-of-the-art competitors.
NeurIPS 2024 | 超越KL!大连理工提出WKD:基于WD距离的知识 …
2025年1月16日 · 研究人员在ImageNet和CIFAR-100上评估了WKD在图像分类任务中的表现,还评估了WKD在自蒸馏(Self-KD)中的有效,并且将WKD扩展到目标检测,并在MS-COCO上进行了实验。
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GitHub - JiamingLv/WKD: The offical implementation of …
We present a discrete WD based logit distillation method (WKD-L). It can leverage rich interrelations among classes via cross-category comparisons between predicted probabilities of the teacher and student, overcoming the downside of category-to-category KL divergence.
超越KL,大连理工发布Wasserstein距离知识蒸馏新方法 - 36氪
提出了一种基于离散WD的Logit蒸馏方法(WKD-L),可以通过教师和学生预测概率之间的跨类别比较,利用类别间丰富的相互关系,克服KL-Div无法进行类别间比较的缺点。 将连续WD引入中间层进行Feature蒸馏(WKD-F),可以有效地利用高斯分布的Riemann空间几何结构,优于无法感知几何结构的KL-Div。...
“WKD”代表什么? - 百度知道
2024年6月10日 · “WKD”作为一个英文缩写,对应的是"Wilson Knock Down",这个短语在体育相关的情境中使用较多,特别是在描述某个比赛或事件中,威尔逊遭遇了重击。 其在英语中的流行度反映了它在特定领域的常见度,而分类为Sports表明其在体育术语中的角色。
Internet Archive: Digital Library of Free & Borrowable Texts, …
2024年11月14日 · call wkd. archive.org Member. Share. Favorite. Uploads Loans Lists Posts Reviews Collections Web Archives Filters. 109 Results Filters. Change to ascending sort. Sort by: Toggle options Date added. All-time views Weekly views Title Date published Date archived ...
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Wasserstein Distance Rivals Kullback-Leibler Divergence
We propose a novel methodology of Wasserstein distance based knowledge distillation (WKD), extending beyond the classical Kullback-Leibler divergece based one pioneered by Hinton et al. Specifically, We present a discrete WD based logit distillation method (WKD-L).
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