引言:九层之台,起于累土。目标过于宏大就收不到短期的反馈而易造成失败。所以,DML Survey第一弹,本文主要关注于DML中的Proxy-based Loss。本文涵盖的文章包括:【1】 《Neighbourhood Components Analysis》NI…
2 pair-based losses (Contrastive loss and Triplet Margin Ranking loss), and 2 proxy-based losses (Proxy-NCA loss and Proxy-Anchor loss) in a multi-class classification task. Our experiments show that the Proxy-Anchor loss could achieve 70.8% accuracy on average compared to the Proxy-NCA ...
Ablation study on proxy-based and contrastive-based methods. 为了证明提出的基于代理对的损失的有效性,我们将其与其他经典的基于代理的损失进行比较,如softmax CE Loss和proxyanchor loss [24]。我们还将我们提出的损失函数与有监督对比损失(有监督CL)[22]进行比较。
Simulation results carried out in ns-2 show that TCP and TFRC can not fully utilize the WCDMA bearer at 5% packet loss rate over the shared public Internet link. Smooth playout of a typical 64 kbps video stream would require high initial buffering delays (>10 seconds) and large receiver ...
High dynamicity affects the design and implementation of distributed applications by significantly increasing their complexity, to consider not only routing and node configuration issues, but also the possible mobility of software components and the loss of direct connectivity during service provisioning. ...
We also demonstrate how fairness between flows and response to loss is improved, and that queueing and hence network latency is reduced. We discuss how TCP enhancing proxies could be transparently deployed, and conclude that installing such a proxy into GPRS network would be of significant benefit...
(an example is provided in the Appendix below). "Derivative Works" shall mean any work, whether in Source or Object form, that is based on (or derived from) the Work and for which the editorial revisions, annotations, elaborations, or other modifications represent, as a whole, an original...
2.2. Proxy-Anchor Loss Proxy-Anchor loss is a method proposed by Kim et al. [15], and it is one of the proxy-based metric learning methods [16,24] that introduce proxy, a learnable parameter. It is mainly used for image retrieval, face recognition, and few-shot learning tasks [25]....
The new repository has been refactored based on the Proxy-Anchor Loss implementation, so those who have used this repository will be able to use new code easily. :D Arxiv | Github Citation If you use this method or this code in your research, please cite as: @InProceedings{Kim_2020_...
bytes=32 time<1ms TTL=255 Reply from 10.2.1.3: bytes=32 time<1ms TTL=255 Reply from 10.2.1.3: bytes=32 time<1ms TTL=255 Ping statistics for 10.2.1.3: Packets: Sent = 4, Received = 4, Lost = 0(0% loss), Approximate round trip times in milli-seconds: Minimum = 0ms, Maximum =...