first commit

Author: gmayday1997

README.md

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+# Discriminative Localization with Image-Level Label
+Pytorch implementation of "Learning Deep Features for Discriminative Localization"
+
+B. Zhou, A. Khosla, A. Lapedriza, A. Oliva, and A. Torralba
+Learning Deep Features for Discriminative Localization.
+Computer Vision and Pattern Recognition (CVPR), 2016.
+[[PDF](http://arxiv.org/pdf/1512.04150.pdf)][[Project Page](http://cnnlocalization.csail.mit.edu/)]
+
+### Results of Action40 Dataset
+![alt tag](https://github.com/gmayday1997/pytorch-CAM/blob/master/results/cam_0.jpg)
+![alt tag](https://github.com/gmayday1997/pytorch-CAM/blob/master/results/cam_67.jpg)
+![alt tag](https://github.com/gmayday1997/pytorch-CAM/blob/master/results/cam_270.jpg)
+![alt tag](https://github.com/gmayday1997/pytorch-CAM/blob/master/results/cam_311.jpg)
+![alt tag](https://github.com/gmayday1997/pytorch-CAM/blob/master/results/cam_315.jpg)
+![alt tag](https://github.com/gmayday1997/pytorch-CAM/blob/master/results/cam_400.jpg)
+![alt tag](https://github.com/gmayday1997/pytorch-CAM/blob/master/results/cam_552.jpg)
+![alt tag](https://github.com/gmayday1997/pytorch-CAM/blob/master/results/cam_644.jpg)
+![alt tag](https://github.com/gmayday1997/pytorch-CAM/blob/master/results/cam_760.jpg)
+![alt tag](https://github.com/gmayday1997/pytorch-CAM/blob/master/results/cam_851.jpg)
+Object localization using only image-level annotation, without bounding box annotation.
+
+# pytorch-CAM

README.md~

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+# Discriminative Localization with Image-Level Label
+Pytorch implementation of "Learning Deep Features for Discriminative Localization"
+
+B. Zhou, A. Khosla, A. Lapedriza, A. Oliva, and A. Torralba
+Learning Deep Features for Discriminative Localization.
+Computer Vision and Pattern Recognition (CVPR), 2016.
+[[PDF](http://arxiv.org/pdf/1512.04150.pdf)][[Project Page](http://cnnlocalization.csail.mit.edu/)]
+
+### Results of Action40 Dataset
+![alt tag](https://github.com/gmayday1997/pytorch-CAM/blob/master/results/cam_0.jpg)
+![alt tag](https://github.com/gmayday1997/pytorch-CAM/blob/master/results/cam_67.jpg)
+![alt tag](https://github.com/gmayday1997/pytorch-CAM/blob/master/results/cam_270.jpg)
+![alt tag](https://github.com/gmayday1997/pytorch-CAM/blob/master/results/cam_311.jpg)
+![alt tag](https://github.com/gmayday1997/pytorch-CAM/blob/master/results/cam_315.jpg)
+![alt tag](https://github.com/gmayday1997/pytorch-CAM/blob/master/results/cam_400.jpg)
+![alt tag](https://github.com/gmayday1997/pytorch-CAM/blob/master/results/cam_552.jpg)
+![alt tag](https://github.com/gmayday1997/pytorch-CAM/blob/master/results/cam_644.jpg)
+![alt tag](https://github.com/gmayday1997/pytorch-CAM/blob/master/results/cam_760.jpg)
+![alt tag](https://github.com/gmayday1997/pytorch-CAM/blob/master/results/cam_851.jpg)
+Object localization using only image-level annotation, without bounding box annotation.
+
+# pytorch-CAM

action40_config.py

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+import os
+
+class config():
+    def __init__(self):
+
+        self.py_dir = os.getcwd()
+        self.data_dir = os.path.join(self.py_dir,'data')
+        self.save_ckpt_dir = os.path.join(self.py_dir,'ckpt')
+        self.class_info_dir = os.path.join(self.data_dir,'class.json')
+        self.best_ckpt_dir = os.path.join(self.save_ckpt_dir,'model_best.pth')
+        self.height = 224
+        self.width = 224
+        self.init_random_fc8 = True
+        self.learning_rate = 1e-5
+        self.max_iter_number = 100000
+        self.validate_iter_number = 500
+        self.save_ckpoints_iter_number = 10000
+        self.weight_decay = 5e-5
+        self.momentum = 0.99
+        self.train = False
+        if self.train:
+            self.batch_size = 8
+        else:
+            self.batch_size = 1

data/class.json

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+{
+  "0": "applauding", 
+  "1": "blowing_bubbles", 
+  "2": "brushing_teeth", 
+  "3": "cleaning_the_floor", 
+  "4": "climbing", 
+  "5": "cooking", 
+  "6": "cutting_trees", 
+  "7": "cutting_vegetables", 
+  "8": "drinking", 
+  "9": "feeding_a_horse", 
+  "10": "fishing", 
+  "11": "fixing_a_bike", 
+  "12": "fixing_a_car", 
+  "13": "gardening", 
+  "14": "holding_an_umbrella", 
+  "15": "jumping", 
+  "16": "looking_through_a_microscope", 
+  "17": "looking_through_a_telescope", 
+  "18": "playing_guitar", 
+  "19": "playing_violin", 
+  "20": "pouring_liquid", 
+  "21": "pushing_a_cart", 
+  "22": "reading", 
+  "23": "phoning", 
+  "24": "riding_a_bike", 
+  "25": "riding_a_horse", 
+  "26": "rowing_a_boat", 
+  "27": "running", 
+  "28": "shooting_an_arrow", 
+  "29": "smoking", 
+  "30": "taking_photos", 
+  "31": "texting_message", 
+  "32": "throwing_frisby", 
+  "33": "using_a_computer", 
+  "34": "walking_the_dog", 
+  "35": "washing_dishes", 
+  "36": "watching_TV", 
+  "37": "waving_hands", 
+  "38": "writing_on_a_board", 
+  "39": "writing_on_a_book"
+}