diff --git a/LICENSE b/LICENSE
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--- a/LICENSE
+++ /dev/null
@@ -1,674 +0,0 @@
- GNU GENERAL PUBLIC LICENSE
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-an absolute waiver of all civil liability in connection with the
-Program, unless a warranty or assumption of liability accompanies a
-copy of the Program in return for a fee.
-
- END OF TERMS AND CONDITIONS
-
- How to Apply These Terms to Your New Programs
-
- If you develop a new program, and you want it to be of the greatest
-possible use to the public, the best way to achieve this is to make it
-free software which everyone can redistribute and change under these terms.
-
- To do so, attach the following notices to the program. It is safest
-to attach them to the start of each source file to most effectively
-state the exclusion of warranty; and each file should have at least
-the "copyright" line and a pointer to where the full notice is found.
-
-
- Copyright (C)
-
- This program is free software: you can redistribute it and/or modify
- it under the terms of the GNU General Public License as published by
- the Free Software Foundation, either version 3 of the License, or
- (at your option) any later version.
-
- This program is distributed in the hope that it will be useful,
- but WITHOUT ANY WARRANTY; without even the implied warranty of
- MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
- GNU General Public License for more details.
-
- You should have received a copy of the GNU General Public License
- along with this program. If not, see .
-
-Also add information on how to contact you by electronic and paper mail.
-
- If the program does terminal interaction, make it output a short
-notice like this when it starts in an interactive mode:
-
- Copyright (C)
- This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'.
- This is free software, and you are welcome to redistribute it
- under certain conditions; type `show c' for details.
-
-The hypothetical commands `show w' and `show c' should show the appropriate
-parts of the General Public License. Of course, your program's commands
-might be different; for a GUI interface, you would use an "about box".
-
- You should also get your employer (if you work as a programmer) or school,
-if any, to sign a "copyright disclaimer" for the program, if necessary.
-For more information on this, and how to apply and follow the GNU GPL, see
-.
-
- The GNU General Public License does not permit incorporating your program
-into proprietary programs. If your program is a subroutine library, you
-may consider it more useful to permit linking proprietary applications with
-the library. If this is what you want to do, use the GNU Lesser General
-Public License instead of this License. But first, please read
-.
\ No newline at end of file
diff --git a/README.md b/README.md
deleted file mode 100755
index 9f97006..0000000
--- a/README.md
+++ /dev/null
@@ -1,159 +0,0 @@
-# Welcome
-
-This is the codebase of the paper titled "Vector Detection Network: Pointer Detector for Robots Reading Analog Meters in the Wild".
-We assume you download it with `git clone `, and the code folder `/VDN` is located in `~`.
-
-OS: Ubuntu 16.04 or 18.04
-Language: Python 3.6+
-Deep learning framework: PyTorch
-
-# Prerequisites
-
-## Hardware
-
-Make sure the PC is with 8 GB or more GRAM.
-
-Please make sure you have the correct version of the Nvidia driver installed, and that is compatible with your card.
-
-## Software
-
-We use Docker to ease the process of building the environment for running VDN. The installation of Docker can be done by:
-
-```
-wget -qO- https://get.docker.com/ | sh
-systemctl enable docker.service
-```
-
-Meanwhile, you should also install [nvidia-docker][nv] plugin. To be brief, this is a quick guide:
-
-```
-# Add the package repositories
-curl -s -L https://nvidia.github.io/nvidia-docker/gpgkey | sudo apt-key add -
-
-distribution=$(. /etc/os-release;echo $ID$VERSION_ID)
-
-curl -s -L https://nvidia.github.io/nvidia-docker/$distribution/nvidia-docker.list | \
- sudo tee /etc/apt/sources.list.d/nvidia-docker.list
-
-sudo apt-get update
-
-# Install nvidia-docker2 and reload the Docker daemon configuration
-sudo apt-get install -y nvidia-docker2
-sudo pkill -SIGHUP dockerd
-```
-
-Other than that, all software dependence can be handled within the Docker container.
-A detailed software dependence list could be found in `VDN/Dockerfile`.
-For anonymity concern, we do not provide our docker image, yet you may build one exactly as ours by:
-
-```
-cd ~/VDN
-docker build --tag=vdn/vdn .
-```
-
-# File structure
-
-This repo is organized as follows:
-
-```
-.
-+-- cfgs # The configurations of different network architectures
-|
-+-- compiled # Compiled third-party libraries
-|
-+-- data
-| +-- demo
-| +-- result
-|
-+-- libs # VDN libraries
-|
-+-- modules # The VDN class
-|
-+-- utils # Some handy utilities
-|
-+-- weights
-| +-- pretrained
-|
-+-- .dockerignore
-+-- .gitignore
-+-- add_aliases.sh # Bash script for adding Docker shortcuts to bash_aliaes
-+-- Dockerfile
-+-- LICENSE
-+-- README.md
-|
-+-- demo.py # Quick demo for a demonstration
-+-- train.py # Training script of VDN
-+-- test.py # Evaluation and experiments for VDN
-
-```
-
-# Compile
-
-We have provided a bash script `add_aliases.sh` to insert some handy bash scripts within the file `~/.bash_aliases`.
-It is recommended to do so in the root folder of this project:
-
-```
-bash add_aliases.sh
-source ~/.bash_aliases
-```
-
-Then, before training or testing VDN, run this to compile the code:
-
-```
-vdn_compile
-```
-
-# The Pointer-10K dataset
-
-The Pointer-10K dataset referred to in our paper is publicly available for non-commercial usage.
-If you are interested in the data, please contact us via email. The address will be released afterward.
-
-
-# Basic Training
-
-Before training the VDN model, (i) make sure you have the Pointer-10K dataset located in `~/Database/Done/pointer_10k`.
-(ii) Download the pre-trained ResNet model `resnet50-19c8e357.pth` for parameter initialization from
-[torchvision](https://github.com/pytorch/vision/blob/master/torchvision/models/resnet.py)
-and put it in `weights/pretrained/` (you may need to create the path manually).
-
-```
-# start the docker container
-vdn_run
-
-# train
-python train.py
-```
-
-# Run the demo
-
-To run the demo, put the trained model named as `vdn_best.pth.tar` into `weights/`, and
-run the code below
-
-```
-# start the docker container
-vdn_run
-
-# run the demo within the container
-python demo.py
-```
-
-We provide the model trained by us: [download]()
-
-You can put your image into `VDN/data/demo`, and the algorithm will automatically find all images within the folder
-and detect pointers in these images if any analog meters exist. Please note that VDN takes the image patches output
-by a meter detector, with this the provided demo images should contain the whole dial face but not much background
-nor only a part of the meters.
-
-The results of the demo will be output to automatically created folder `output/demo`.
-
-# Experiments
-
-You can use the `eval.py` script to perform the experiments conducted in the paper.
-For example, to evaluate the performance of the default configuration (ResNet34 backbone
-with 384x384 input size), just issue `python eval.py` in the root folder. Evaluations
-of ResNet18 and ResNet50 could be executed in the `master` branch,
-whereas Res2Net50 is evaluated in individual branch `res2net50`.
-
-The evaluation output could be found in `/VDN/output/eval-`.
-
- [nv]:
\ No newline at end of file
diff --git a/cfgs/resnet34/eval.yaml b/cfgs/resnet34/eval.yaml
deleted file mode 100755
index 7691404..0000000
--- a/cfgs/resnet34/eval.yaml
+++ /dev/null
@@ -1,57 +0,0 @@
-GPUS: '0'
-OUTPUT_DIR: '/VDN/output/eval-resnet34'
-LOG_DIR: '/VDN/logs/eval-resnet34'
-WORKERS: 4
-
-DATASET:
- DATASET: 'coco'
- ROOT: '/Database/Done/pointer_10k'
- TRAIN_SET: 'train_pointer'
- TEST_SET: 'test_pointer'
- ROT_FACTOR: 90
- SCALE_FACTOR: 0.02
-MODEL:
- NAME: 'vdn_model' # This name should exist in /VDN/libs/models
- PRETRAINED: '/VDN/weights/vdn_model_34_best.pth.tar'
- IMAGE_SIZE:
- - 384 # width
- - 384 # height
- NUM_JOINTS: 1
- EXTRA:
- TARGET_TYPE: 'gaussian'
- HEATMAP_SIZE:
- - 96
- - 96
- SIGMA: 3
- FINAL_CONV_KERNEL: 1
- DECONV_WITH_BIAS: false
- NUM_DECONV_LAYERS: 3
- NUM_DECONV_FILTERS:
- - 256
- - 256
- - 256
- NUM_DECONV_KERNELS:
- - 4
- - 4
- - 4
- NUM_LAYERS: 34
-LOSS:
- USE_TARGET_WEIGHT: true
-TEST:
- BATCH_SIZE: 1
- COCO_BBOX_FILE:
- BBOX_THRE: 1.0
- FLIP_TEST: false
- IMAGE_THRE: 0.0
- IN_VIS_THRE: 0.2
- MODEL_FILE: ''
- NMS_THRE: 1.0
- OKS_THRE: 0.9
- USE_GT_BBOX: true
-DEBUG:
- DEBUG: true
- SAVE_BATCH_IMAGES_GT: true
- SAVE_BATCH_IMAGES_PRED: true
- SAVE_HEATMAPS_GT: true
- SAVE_HEATMAPS_PRED: true
-
diff --git a/cfgs/resnet34/train.yaml b/cfgs/resnet34/train.yaml
deleted file mode 100755
index 5e82741..0000000
--- a/cfgs/resnet34/train.yaml
+++ /dev/null
@@ -1,73 +0,0 @@
-GPUS: '0'
-OUTPUT_DIR: '/VDN/output/train-resnet34'
-LOG_DIR: '/VDN/logs'
-WORKERS: 4
-
-DATASET:
- DATASET: 'coco'
- ROOT: '/Database/Done/pointer_10k'
- TRAIN_SET: 'train_pointer'
- TEST_SET: 'val_pointer'
- ROT_FACTOR: 90
- SCALE_FACTOR: 0.02
-MODEL:
- NAME: 'vdn_model'
- PRETRAINED: '/VDN/weights/pretrained/resnet34-333f7ec4.pth'
- IMAGE_SIZE:
- - 384 # width
- - 384 # height
- NUM_JOINTS: 1
- EXTRA:
- TARGET_TYPE: 'gaussian'
- HEATMAP_SIZE:
- - 96
- - 96
- SIGMA: 3
- FINAL_CONV_KERNEL: 1
- DECONV_WITH_BIAS: false
- NUM_DECONV_LAYERS: 3
- NUM_DECONV_FILTERS:
- - 256
- - 256
- - 256
- NUM_DECONV_KERNELS:
- - 4
- - 4
- - 4
- NUM_LAYERS: 34
-LOSS:
- USE_TARGET_WEIGHT: true
-TRAIN:
- BATCH_SIZE: 2
- SHUFFLE: true
- BEGIN_EPOCH: 0
- END_EPOCH: 160
- RESUME: false
- OPTIMIZER: 'adam'
- LR: 0.001
- LR_FACTOR: 0.1
- LR_STEP:
- - 100
- - 140
- WD: 0.0001
- GAMMA1: 0.99
- GAMMA2: 0.0
- MOMENTUM: 0.9
- NESTEROV: false
-TEST:
- BATCH_SIZE: 1
- COCO_BBOX_FILE:
- BBOX_THRE: 1.0
- FLIP_TEST: false
- IMAGE_THRE: 0.0
- IN_VIS_THRE: 0.2
- MODEL_FILE: ''
- NMS_THRE: 1.0
- OKS_THRE: 0.9
- USE_GT_BBOX: true
-DEBUG:
- DEBUG: true
- SAVE_BATCH_IMAGES_GT: true
- SAVE_BATCH_IMAGES_PRED: true
- SAVE_HEATMAPS_GT: true
- SAVE_HEATMAPS_PRED: true
diff --git a/cfgs/resnet50/eval.yaml b/cfgs/resnet50/eval.yaml
deleted file mode 100755
index d877f3c..0000000
--- a/cfgs/resnet50/eval.yaml
+++ /dev/null
@@ -1,55 +0,0 @@
-GPUS: '0'
-OUTPUT_DIR: '/VDN/output/eval-resnet50'
-LOG_DIR: '/VDN/logs/eval-resnet50'
-WORKERS: 4
-
-DATASET:
- DATASET: 'coco'
- ROOT: '/Database/Done/pointer_10k'
- TEST_SET: 'test_pointer'
- ROT_FACTOR: 90
- SCALE_FACTOR: 0.02
-MODEL:
- NAME: 'vdn_model' # This name should exist in /VDN/libs/models
- PRETRAINED: '/VDN/weights/vdn_model_50_best.pth.tar'
- IMAGE_SIZE:
- - 384 # width
- - 384 # height
- NUM_JOINTS: 1
- EXTRA:
- TARGET_TYPE: 'gaussian'
- HEATMAP_SIZE:
- - 96
- - 96
- SIGMA: 3
- FINAL_CONV_KERNEL: 1
- DECONV_WITH_BIAS: false
- NUM_DECONV_LAYERS: 3
- NUM_DECONV_FILTERS:
- - 256
- - 256
- - 256
- NUM_DECONV_KERNELS:
- - 4
- - 4
- - 4
- NUM_LAYERS: 50
-LOSS:
- USE_TARGET_WEIGHT: true
-TEST:
- BATCH_SIZE: 1
- COCO_BBOX_FILE:
- BBOX_THRE: 1.0
- FLIP_TEST: false
- IMAGE_THRE: 0.0
- IN_VIS_THRE: 0.2
- MODEL_FILE: ''
- NMS_THRE: 1.0
- OKS_THRE: 0.9
- USE_GT_BBOX: true
-DEBUG:
- DEBUG: true
- SAVE_BATCH_IMAGES_GT: true
- SAVE_BATCH_IMAGES_PRED: true
- SAVE_HEATMAPS_GT: true
- SAVE_HEATMAPS_PRED: true
diff --git a/cfgs/resnet50/train.yaml b/cfgs/resnet50/train.yaml
deleted file mode 100755
index a9035fe..0000000
--- a/cfgs/resnet50/train.yaml
+++ /dev/null
@@ -1,73 +0,0 @@
-GPUS: '0'
-OUTPUT_DIR: '/VDN/output/train-resnet50'
-LOG_DIR: '/VDN/logs'
-WORKERS: 4
-
-DATASET:
- DATASET: 'coco'
- ROOT: '/Database/Done/pointer_10k'
- TRAIN_SET: 'train_pointer'
- TEST_SET: 'val_pointer'
- ROT_FACTOR: 90
- SCALE_FACTOR: 0.02
-MODEL:
- NAME: 'vdn_model'
- PRETRAINED: '/VDN/weights/pretrained/resnet50-19c8e357.pth'
- IMAGE_SIZE:
- - 384 # width
- - 384 # height
- NUM_JOINTS: 1
- EXTRA:
- TARGET_TYPE: 'gaussian'
- HEATMAP_SIZE:
- - 96
- - 96
- SIGMA: 3
- FINAL_CONV_KERNEL: 1
- DECONV_WITH_BIAS: false
- NUM_DECONV_LAYERS: 3
- NUM_DECONV_FILTERS:
- - 256
- - 256
- - 256
- NUM_DECONV_KERNELS:
- - 4
- - 4
- - 4
- NUM_LAYERS: 50
-LOSS:
- USE_TARGET_WEIGHT: true
-TRAIN:
- BATCH_SIZE: 8
- SHUFFLE: true
- BEGIN_EPOCH: 0
- END_EPOCH: 200
- RESUME: false
- OPTIMIZER: 'adam'
- LR: 0.001
- LR_FACTOR: 0.1
- LR_STEP:
- - 140
- - 190
- WD: 0.0001
- GAMMA1: 0.99
- GAMMA2: 0.0
- MOMENTUM: 0.9
- NESTEROV: false
-TEST:
- BATCH_SIZE: 1
- COCO_BBOX_FILE:
- BBOX_THRE: 1.0
- FLIP_TEST: false
- IMAGE_THRE: 0.0
- IN_VIS_THRE: 0.2
- MODEL_FILE: ''
- NMS_THRE: 1.0
- OKS_THRE: 0.9
- USE_GT_BBOX: true
-DEBUG:
- DEBUG: true
- SAVE_BATCH_IMAGES_GT: false
- SAVE_BATCH_IMAGES_PRED: false
- SAVE_HEATMAPS_GT: false
- SAVE_HEATMAPS_PRED: false
diff --git a/demo.py b/demo.py
index e693773..edaf556 100755
--- a/demo.py
+++ b/demo.py
@@ -11,11 +11,7 @@
class Test(unittest.TestCase):
def test_demo_default(self):
- """You can change the backbone to resnet34, resnet101, res2net50
- if those models have been trained.
-
- """
- VDN = vdn.VectorDetectionNetwork(backbone='resnet34')
+ VDN = vdn.VectorDetectionNetwork(backbone='resnet18')
demo_data_dir = "./data/demo"
if not os.path.exists(demo_data_dir):
diff --git a/eval.py b/eval.py
index ad5ed87..b640693 100755
--- a/eval.py
+++ b/eval.py
@@ -10,10 +10,7 @@
class Test(unittest.TestCase):
def test_eval(self):
- """Available backbones: resnet34 (default), resnet18, resnet50.
-
- """
- vdn_instance = vdn.VectorDetectionNetwork(backbone='resnet34')
+ vdn_instance = vdn.VectorDetectionNetwork(backbone='resnet18')
vdn_instance.eval()
diff --git a/libs/dataset/JointsDataset.py b/libs/dataset/JointsDataset.py
index 310e449..9f3b830 100755
--- a/libs/dataset/JointsDataset.py
+++ b/libs/dataset/JointsDataset.py
@@ -114,6 +114,10 @@ def __getitem__(self, idx):
s = s * np.clip(np.random.randn() * sf + 1, 1 - sf, 1 + sf)
r = np.clip(np.random.randn() * rf, -rf * 2, rf * 2) if random.random() <= 0.5 else 0
+ # For ablation test 1
+ # Apply different scales 0.5:1.75:0.25
+ # s = 1.75 * s
+
trans = get_affine_transform(c, s, r, self.image_size)
input_t = cv2.warpAffine(input_numpy, trans, (int(self.image_size[0]), int(self.image_size[1])),
flags=cv2.INTER_LINEAR)
@@ -131,6 +135,19 @@ def __getitem__(self, idx):
joints_xyv[n, k, 0:2] = affine_transform(joints_xyv[n, k, 0:2], trans)
joints_xyv[n, k, 2:4] = affine_transform(joints_xyv[n, k, 2:4], trans)
+ # For ablation test 2, apply mask on pointer tips or tails
+ # mask_sz = 3 * self.sigma
+ # tips = joints_xyv[..., 0:2]
+ # tails = joints_xyv[..., 2:4]
+ # for n in range(self.num_joints):
+ # for k in range(joints_xyv.shape[1]):
+ # x = tips[n][k][0]
+ # y = tips[n][k][1]
+ # try:
+ # input_t[:, y-mask_sz:y+mask_sz, x-mask_sz:x+mask_sz] = 0
+ # except ValueError:
+ # pass
+
target_heatmap, target_vectormap = self.generate_target(joints_xyv)
target_heatmap = torch.from_numpy(target_heatmap)
@@ -152,7 +169,7 @@ def __getitem__(self, idx):
def generate_target(self, joints_xyv: np.ndarray):
"""Get target heatmap and vectormap from joint labels.
- :param joints_xyv: [num_joints, k, 5], k is the object number; 5 is for [head_x, head_y, tail_x, tail_y, vis]
+ :param joints_xyv: [num_joints, k, 5], k is the object number; 5 is for [tip_x, tip_y, tail_x, tail_y, vis]
:return: target_heatmap: [num_joints, h, w]
target_vectormap: [num_joints, 2, h, w]; 2 for (vx, vy) ∈ [-1, 1]
"""
@@ -199,7 +216,10 @@ def generate_target(self, joints_xyv: np.ndarray):
# determine the heat value of the pixel affected by multiple peaks to be the maximum value
prev_val = target_heatmap[n][img_y[0]:img_y[1], img_x[0]:img_x[1]]
curr_val = g[g_y[0]:g_y[1], g_x[0]:g_x[1]]
- max_val = np.maximum(prev_val, curr_val)
+ try:
+ max_val = np.maximum(prev_val, curr_val)
+ except ValueError:
+ continue
target_heatmap[n][img_y[0]:img_y[1], img_x[0]:img_x[1]] = max_val
dx = head_x - tail_x
diff --git a/modules/vdn.py b/modules/vdn.py
index bbdfc31..a9222ee 100755
--- a/modules/vdn.py
+++ b/modules/vdn.py
@@ -51,7 +51,7 @@ class VectorDetectionNetwork:
"""
"""
- def __init__(self, train=False, backbone='resnet50'):
+ def __init__(self, train=False, backbone='resnet18'):
if train:
vdn_config = os.path.join(root_dir, f"cfgs/{backbone}/train.yaml")
else:
@@ -96,8 +96,6 @@ def train(self):
}
# define loss function (criterion) and optimizer
- # crit_heatmap = lib_loss.JointsMSELoss(use_target_weight=cfgs.LOSS.USE_TARGET_WEIGHT).cuda()
- # crit_vector = lib_loss.OrientsMSELoss().cuda()
crit_heatmap = lib_loss.MSELoss().cuda()
crit_vector = lib_loss.MSELoss().cuda()
diff --git a/train.py b/train.py
index c99df07..d19955b 100755
--- a/train.py
+++ b/train.py
@@ -10,10 +10,7 @@
class Test(unittest.TestCase):
def test_train(self):
- """Available backbones: resnet34 (default), resnet18, resnet50.
-
- """
- vdn_instance = vdn.VectorDetectionNetwork(train=True, backbone='resnet34')
+ vdn_instance = vdn.VectorDetectionNetwork(train=True, backbone='resnet18')
vdn_instance.train()