【Writing】 Expressions for paper writing

14 Apr 2022 in Self Study

• Expressions for paper writing

Expressions

• Apart from the aforementioned forms/works
• be aims to = be targeted to
• no need to reinvent general segmentation architectures
• the following observation explains the superiority of N.
• In turn, = Eventually
• adopt A with the following changes.
• it seems natural to
• work well and produce even better results than
• F is a network parameterized by θ
• To have a more thorough comparison,
• hinders the applicability of segmentation models.
• Therefore, instead of improving ~, our work focused on
• leverages the availability of extra unlabeled or weakly annotated
• , with the aim of narrowing the gap to the supervised models
• we specify/ demonstrate/ present that

• and vice versa.

  but not vice versa.

• It is expected that -.
• As illustrated in Fig,
• We investigate how
• invariance between the outputs of two identical networks fed with distorted versions of a sample.
• A be encouraged to be B. (<- we make A to B.)
• in lieu of = instead of
• This line of methods = Previous methods
• When it comes to ~ there is ~. = In terms of = In the sense of = In the context of
• With this in mind, we propose = According to this motivation,
• From the other end, = In contrast, = Conversely
• can be converted into = considered as = represent as =
• Our research directions can be classified into three areas:
• The onus of generalization lies heavily on the data augmentation pipeline
• we propose the novel loss that can be succinctly written as a contrastive learning objective
• The effect of hard negatives has so far been neglected.
• We delve deeper into

• tend to, be prone to, be likely to

  they are prone to overlook spatial consistency

• A conditional normalization layer that modulates (norm+denorm) the activations.
• The conditional normalization layer can effectively propagate semantic information.
• In line with the other datasets in Wilds, we evaluate using a classification task.
• In general, we believe that these results lend support to the conclusion that ~ (Interpretation of experimental results / additional insight).