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If it's the latter one, is the convolution done with a 4D filter ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
It is unclear what is the default batchsize for Imagenet ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
The authors should validate their selection of two step approach (NN + filter) compared to an end-to-end FCN (with an additional loss like TV) for the despeckling network ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
Claims of efficiency of more brain-like approaches compared to AI are disingenuous ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
I'd say a fairly 'standard' work for the setting ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
The contribution is therefore incremental, building on top of well-known techniques ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
The authors also do not include a Section with a discussion ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
Most of the experiments revolve around existing attribution prior methods ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
It has the potential to improve pathology and cancer diagnosis by making it simpler and quicker The results of this work look visually convincing ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
How does this parameter affect the performance ['con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
I'm not a big fan of the asterisks in Figures 3A and 3B used to indicate the best layers in various model tests ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
"The main contribution of the paper is scarcely justified by the statement ""...they confirmed that the images were similar to those in routine""" ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
Im not sure how impressed I should be by these results ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
Can't simple heuristics perform at least as well ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
The same problem also occurs for the conclusion about the robustness of SRL approaches ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
If a sonographer is able to acquire these images, they are also able to perform these measurements ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
Clear presentation of thorough work, exploring an important question ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
It would be better to evaluate on one of the few common benchmarks for robot language understanding, e.g., the SAIL corpus, which considers trajectory-oriented instructions ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
Experiments have shown that the convergence speed and results are improved, but not significant ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
The goal-policy mapping approach would presumably restrict the robot to goals experienced during training, preventing generalization to new goals ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
The paper is well-written, and easy to read and understand ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
This should also be shown in table 2 ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
The proposed method looks unstable ['con', 'con', 'con', 'con', 'con'] paper quality |
Where do they come from ['con', 'con', 'con', 'con', 'con'] paper quality |
The method does show some modest improvements in the experiments provided by the authors ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
The quantitative results delivered by the de-speckling images, which seem to be computed using simulated realization of random speckle noise, look also convincing ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
The experimental results are carried out under the very simplified settings for both the proposed algorithm and the baseline MCTS ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
Are the results on Table 1 heavily dependent on use of these masks ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
This idea is simple and works well ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
These were good data sets a few years ago and still are good data sets to test the code and sanity of the idea, but concluding anything strong based on the results obtained with them is not a good idea ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
Is the math right ['con', 'con', 'con', 'con'] paper quality |
The introduction part is a little misleading for me ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |