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endernewton committed Mar 2, 2017
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8 changes: 4 additions & 4 deletions README.md
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Expand Up @@ -12,7 +12,7 @@ We only tested it on plain VGG16 architecture so far. Our best performance as of
- The above numbers are obtained with a different testing scheme without selecting region proposals using non-maximal suppression (TEST.MODE top), the default and original testing scheme (TEST.MODE nms) will result in slightly worse performance (see [report](https://arxiv.org/pdf/1702.02138.pdf), for COCO it drops 0.3 - 0.4 AP).
- Since we keep the small proposals (\< 16 pixels width/height), our performance is especially good for small objects.
- For other minor modifications, please check the [report](https://arxiv.org/pdf/1702.02138.pdf).
- For COCO, we find the performance improving with more iterations (350k/490k: 26.9, 600k/790k: 28.3, 900k/1190k: 29.5), and potentially better performance can be achieved with even more iterations. Check out [here](http://gs11655.sp.cs.cmu.edu/xinleic/tf-faster-rcnn/coco_longer/) for the latest models.
- For COCO, we find the performance improving with more iterations (350k/490k: 26.9, 600k/790k: 28.3, 900k/1190k: 29.5), and potentially better performance can be achieved with even more iterations. Check out [here](http://ladoga.graphics.cs.cmu.edu/xinleic/tf-faster-rcnn/coco_longer/) or ([here](http://gs11655.sp.cs.cmu.edu/xinleic/tf-faster-rcnn/coco_longer/)/[here](https://drive.google.com/open?id=0B1_fAEgxdnvJSmF3YUlZcHFqWTQ)) for the latest models.

COCO 2014 minival (900k/1190k):
```
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./data/scripts/fetch_imagenet_weights.sh
```
**Note**: if you cannot download the models through the link. You can check out the following solutions:
- Another server [here](http://ladoga.graphics.cs.cmu.edu/xinleic/tf-faster-rcnn/).
- Google drive [here](https://drive.google.com/open?id=0B1_fAEgxdnvJSmF3YUlZcHFqWTQ)
- Another server [here](http://gs11655.sp.cs.cmu.edu/xinleic/tf-faster-rcnn/).
- Google drive [here](https://drive.google.com/open?id=0B1_fAEgxdnvJSmF3YUlZcHFqWTQ).

5. Install the [Python COCO API](https://github.com/pdollar/coco). And create a symbolic link to it within ``tf-faster-rcnn/data``, The code requires the API to access COCO dataset.

Expand All @@ -117,7 +117,7 @@ Right now the imagenet weights are used to initialize layers for both training a
### Setup data
Please follow the instructions of py-faster-rcnn [here](https://github.com/rbgirshick/py-faster-rcnn#beyond-the-demo-installation-for-training-and-testing-models) to setup VOC and COCO datasets. The steps involve downloading data and creating softlinks in the ``data`` folder. Since faster RCNN does not rely on pre-computed proposals, it is safe to ignore the steps that setup proposals.

If you find it useful, the ``data/cache`` folder created on my side is also shared [here](http://gs11655.sp.cs.cmu.edu/xinleic/tf-faster-rcnn/cache.tgz).
If you find it useful, the ``data/cache`` folder created on my side is also shared [here](http://ladoga.graphics.cs.cmu.edu/xinleic/tf-faster-rcnn/cache.tgz).

### Testing
1. Create a folder and a softlink to use the pretrained model
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2 changes: 1 addition & 1 deletion data/scripts/fetch_coco_long_models.sh
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Expand Up @@ -4,7 +4,7 @@ DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )/../" && pwd )"
cd $DIR

FILE=coco_long.tgz
URL=http://gs11655.sp.cs.cmu.edu/xinleic/tf-faster-rcnn/$FILE
URL=http://ladoga.graphics.cs.cmu.edu/xinleic/tf-faster-rcnn/$FILE
CHECKSUM=099f637235d24ec97d9708b3ff66bd7f

if [ -f $FILE ]; then
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2 changes: 1 addition & 1 deletion data/scripts/fetch_faster_rcnn_models.sh
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Expand Up @@ -4,7 +4,7 @@ DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )/../" && pwd )"
cd $DIR

FILE=faster_rcnn_models.tgz
URL=http://gs11655.sp.cs.cmu.edu/xinleic/tf-faster-rcnn/$FILE
URL=http://ladoga.graphics.cs.cmu.edu/xinleic/tf-faster-rcnn/$FILE
CHECKSUM=865cdf7350a87ef41d6476e6e33b7212

if [ -f $FILE ]; then
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2 changes: 1 addition & 1 deletion data/scripts/fetch_imagenet_weights.sh
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Expand Up @@ -4,7 +4,7 @@ DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )/../" && pwd )"
cd $DIR

FILE=imagenet_weights.tgz
URL=http://gs11655.sp.cs.cmu.edu/xinleic/tf-faster-rcnn/$FILE
URL=http://ladoga.graphics.cs.cmu.edu/xinleic/tf-faster-rcnn/$FILE
CHECKSUM=e9772d7c761040f10a67d389336b90ce

if [ -f $FILE ]; then
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