From c06235a9a71c8737aa50494c35af7d071448b54b Mon Sep 17 00:00:00 2001 From: albanie Date: Thu, 7 Sep 2017 16:52:56 +0100 Subject: [PATCH] cleanup --- README.md | 11 ++++------- 1 file changed, 4 insertions(+), 7 deletions(-) diff --git a/README.md b/README.md index 63502f3..028ef47 100644 --- a/README.md +++ b/README.md @@ -18,11 +18,9 @@ Each of the Squeeze-and-Excitation networks released by the authors has been imp [SE Networks](http://www.robots.ox.ac.uk/~albanie/models.html#se-models) -The `run_se_benchmarks.m` script will evaluate each of these models on the ImageNet validation set. It will download the models automatically if you have not already done so (note that these evaluations require a copy of the imagenet data). +The `run_se_benchmarks.m` script will evaluate each of these models on the ImageNet validation set. It will download the models automatically if you have not already done so (note that these evaluations require a copy of the imagenet data). The accuracy of each pretrained model can also be found [here](http://www.robots.ox.ac.uk/~albanie/models.html#se-models). -The result of this evaluation for each pretrained model can also be found [here](http://www.robots.ox.ac.uk/~albanie/models.html#se-models). - -To relative computational burdens of the models are estimated below: +To give some idea of the relative computational burdens of model, esimates are provided below: | model | input size | param memory | feature memory | flops | @@ -36,9 +34,8 @@ To relative computational burdens of the models are estimated below: | [SE-BN-Inception](reports/SE-BN-Inception.md) | 224 x 224 | 46 MB | 43 MB | 2 GFLOPs| -Each is number corresponds to a single element batch. This table was computed -with [convnet-burden](https://github.com/albanie/convnet-burden) (which contains a list of the assumptions used to perform -the estimate). Clicking on the model name should give more details. +Each estimate corresponds to computing a single element batch. This table was generated +with [convnet-burden](https://github.com/albanie/convnet-burden) - the repo has a list of the assumptions used produce estimations. Clicking on the model name should give a more detailed breakdown. ### Installation