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extract_features.py

@@ -0,0 +1,92 @@
+import numpy as np
+import torch
+from torch.utils.data import Dataset, DataLoader
+import torchvision
+import os
+from torchvision import transforms,models
+import torch.nn as nn
+from PIL import Image
+import clip
+import pdb
+import argparse
+import glob
+import h5py
+import warnings
+warnings.filterwarnings("ignore")
+
+
+class Image_Dataset(Dataset):
+    def __init__(self, image_list, transform=None):
+
+        self.image_list = image_list
+        self.transform = transform
+
+    def __len__(self):
+        return len(self.image_list)
+
+    def __getitem__(self, idx):
+        if torch.is_tensor(idx):
+            idx = idx.tolist()
+            
+        img_name = self.image_list[idx]
+        
+        image = Image.open(img_name).convert('RGB')
+
+        if self.transform:
+            sample = self.transform(image)
+          
+        return sample
+
+
+
+if __name__=='__main__':
+    
+    parser = argparse.ArgumentParser(description='Extract CLIP features')
+    parser.add_argument('--model_name', default='ViT-B32', type=str, help='name of the model')
+    parser.add_argument('--root_dir', type=str, help='name of root feature dir')
+    parser.add_argument('--cuda_base', help="in form cuda:x")
+    parser.add_argument('--h5_path', type=str, help="path to store the extracted features")
+
+    args = parser.parse_args()
+
+    image_list = sorted(filter(os.path.isfile,
+                        glob.glob(os.path.join(args.root_dir,'*.jpg'))))
+    model, preprocess = clip.load(args.model_name)
+
+    pdb.set_trace()
+
+    data = Image_Dataset(image_list, transform=preprocess)
+    dataloader = DataLoader(data, batch_size=64, drop_last = False, shuffle=False, num_workers=4)
+
+    device = torch.device(args.cuda_base if torch.cuda.is_available() else 'cpu')
+    model = model.to(device)
+
+    features = []
+    shot_features = []
+
+    with torch.no_grad():
+        for i, image in enumerate(dataloader):
+            #pdb.set_trace()
+            image = image.to(device)
+            output = model.encode_image(image).float()
+            output /= output.norm(dim=-1, keepdim=True)
+            output = output.detach().to('cpu').numpy()
+            features.append(output)
+            
+        features = np.concatenate(features, axis=0)
+        
+        for idx in range(0, len(features), 5):
+            if idx+5 < len(features):
+                shot = np.average(features[idx:idx+5,:], axis=0)
+                shot_features.append(shot)
+            else:
+                shot = np.average(features[idx:len(features),:], axis=0)
+                shot_features.append(shot)
+
+        shot_features = np.asarray(shot_features)
+
+        #pdb.set_trace()
+        h5f = h5py.File(args.h5_path, 'w')
+        h5f.create_dataset('feature', data=shot_features)
+
+    print("Feature Extraction Finished")

extract_frames.py

@@ -0,0 +1,48 @@
+from moviepy.editor import VideoFileClip
+import numpy as np
+import os
+from datetime import timedelta
+
+# i.e if video of duration 30 seconds, saves 10 frame per second = 300 frames saved in total
+SAVING_FRAMES_PER_SECOND = 1
+
+def format_timedelta(td):
+    """Utility function to format timedelta objects in a cool way (e.g 00:00:20.05)
+    omitting microseconds and retaining milliseconds"""
+    result = str(td)
+    try:
+        result, ms = result.split(".")
+    except ValueError:
+        return result + ".00".replace(":", "-")
+    ms = int(ms)
+    ms = round(ms / 1e4)
+    return f"{result}.{ms:02}".replace(":", "-")
+
+
+def main(video_file):
+    # load the video clip
+    video_clip = VideoFileClip(video_file)
+    # make a folder by the name of the video file
+    filename, _ = os.path.splitext(video_file)
+    filename += "-moviepy"
+    if not os.path.isdir(filename):
+        os.mkdir(filename)
+
+    # if the SAVING_FRAMES_PER_SECOND is above video FPS, then set it to FPS (as maximum)
+    saving_frames_per_second = min(video_clip.fps, SAVING_FRAMES_PER_SECOND)
+    # if SAVING_FRAMES_PER_SECOND is set to 0, step is 1/fps, else 1/SAVING_FRAMES_PER_SECOND
+    step = 1 / video_clip.fps if saving_frames_per_second == 0 else 1 / saving_frames_per_second
+    # iterate over each possible frame
+    for current_duration in np.arange(0, video_clip.duration, step):
+        # format the file name and save it
+        frame_duration_formatted = format_timedelta(timedelta(seconds=current_duration)).replace(":", "-")
+        frame_filename = os.path.join(filename, f"frame{frame_duration_formatted}.jpg")
+        # save the frame with the current duration
+        video_clip.save_frame(frame_filename, current_duration)
+
+
+
+if __name__ == "__main__":
+    import sys
+    video_file = sys.argv[1]
+    main(video_file)

origin_data/Dense_per_shot_tags/Dictionary.txt

@@ -0,0 +1,48 @@
+'Baby'
+'Beach'
+'Bed'
+'Blonde'
+'Boat'
+'Book'
+'Building'
+'Car'
+'Chair'
+'Chocolate'
+'Computer'
+'Cupglass'
+'Dance'
+'Desk'
+'Drink'
+'Exercise'
+'Face'
+'Flower'
+'Food'
+'Garden'
+'Grass'
+'Hall'
+'Hands'
+'Hat'
+'Kids'
+'Lady'
+'Lake'
+'Market'
+'Men'
+'Musicalinstrument'
+'Ocean'
+'Office'
+'Park'
+'Party'
+'Petsanimal'
+'Phone'
+'Room'
+'School'
+'Shoes'
+'Sign'
+'Sky'
+'Sports'
+'Street'
+'Student'
+'Sun'
+'Toy'
+'Tree'
+'Window'

origin_data/Dense_per_shot_tags/P01/P01.txt

@@ -0,0 +1,2783 @@
+Building,Face,Men,Party
+Building,Face,Food,Hands,Men
+Lady,Lake,Market,Men
+Hands,Men
+Building,Lady,Market,Men
+Market,Men
+Hands,Lady,Market,Men,Room,Shoes
+Book,Chair,Desk,Drink,Hall,Lady,Market,Men
+Lady,Market,Men
+Face,Kids,Lady,Market,Men
+Desk,Face,Hands,Market,Men,Shoes
+Building,Hall,Men
+Desk,Face,Hall,Hands,Men,Party,Room,Sky,Window
+Men
+Building,Computer,Desk,Market,Men
+Building,Computer,Desk,Face,Hands,Men
+Computer,Food,Hands,Lady,Men
+Computer,Desk,Lady,Market,Men
+Computer,Lady,Men
+Computer,Food,Lady
+Computer,Lady,Men
+Computer,Desk,Hands,Office,Phone,Window
+Hands,Market,Room
+Computer,Desk,Hands,Phone
+Computer,Desk,Drink,Hands,Men
+Chair,Cupglass,Desk,Drink,Face,Food,Hands,Lady,Men,Room,Shoes
+Kids,Lady,Men
+Face,Food,Hands
+Building,Market,Men,Tree
+Building,Chocolate,Face,Men,Room,Student
+Face,Market,Men,Shoes,Sign
+Book,Chair,Desk,Drink,Food,Lady,Market,Men,Student
+Lady,Market,Men
+Chair,Kids,Lady,Market,Men,Room,Sign
+Chocolate,Food,Kids,Lady,Market,Men
+Market,Men
+Lady,Market
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+Lady,Market,Men,Party
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+Car,Chair,Desk,Lady,Window
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+Desk,Food
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+Drink,Face,Food,Hall,Hands,Men
+Food,Men
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+Food
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origin_data/Dense_per_shot_tags/P02/P02.txt

@@ -0,0 +1,3692 @@
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origin_data/Dense_per_shot_tags/P03/P03.txt

@@ -0,0 +1,2152 @@
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origin_data/Dense_per_shot_tags/P04/P04.txt

@@ -0,0 +1,3588 @@
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origin_data/Dense_per_shot_tags/ReadMe.txt

@@ -0,0 +1,10 @@
+Here you can find the pool of tags we collected for each shot of the video. Therefore,
+at the first line, you find the tags for the first shot, and so on.
+
+Note: We partitioned each video uniformly to shots of 5 seconds long.
+
+Note II: In “Dictionary.txt” you can find the lexicographically sorted list of concepts (48 in total).
+
+For more details, please refer to our project page at:
+
+https://www.aidean-sharghi.com/cvpr2017/

origin_data/Global_Summaries/P01/oracle.txt

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origin_data/Global_Summaries/P02/oracle.txt

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origin_data/Global_Summaries/P02/user2.txt

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origin_data/Global_Summaries/P03/oracle.txt

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origin_data/Global_Summaries/P03/user1.txt

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origin_data/Global_Summaries/P03/user2.txt

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origin_data/Global_Summaries/P03/user3.txt

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origin_data/Global_Summaries/P04/oracle.txt

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origin_data/Global_Summaries/P04/user1.txt

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origin_data/Global_Summaries/P04/user2.txt

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origin_data/Global_Summaries/P04/user3.txt

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origin_data/Global_Summaries/ReadMe.txt

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+Here you can find the global summaries. 
+
+Note: Global summary is when there is no intended query. These are ideal to test 
+conventional (as opposed to query-focused) video summarization frameworks.
+
+Note II: You can find the paper and its supplementary material at:
+https://www.aidean-sharghi.com/cvpr2017/
+
+Within each folder, you can find 4 '.txt' files:
+   1) 'user%i.txt': set of shots selected by the i^th user to be included in the summary.
+   1) 'oracle.txt': this is the summary that is maximally aligned with 3 user summaries.
+                    For more details, please refer to section B of the supplementary material.

origin_data/Query-Focused_Summaries/Oracle_Summaries/P01/Book_Street_oracle.txt

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origin_data/Query-Focused_Summaries/Oracle_Summaries/P01/Book_Sun_oracle.txt

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origin_data/Query-Focused_Summaries/Oracle_Summaries/P01/Book_Tree_oracle.txt

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origin_data/Query-Focused_Summaries/Oracle_Summaries/P01/Building_Petsanimal_oracle.txt

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origin_data/Query-Focused_Summaries/Oracle_Summaries/P01/Car_Petsanimal_oracle.txt

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origin_data/Query-Focused_Summaries/Oracle_Summaries/P01/Chair_Desk_oracle.txt

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origin_data/Query-Focused_Summaries/Oracle_Summaries/P01/Chair_Men_oracle.txt

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origin_data/Query-Focused_Summaries/Oracle_Summaries/P01/Computer_Boat_oracle.txt

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origin_data/Query-Focused_Summaries/Oracle_Summaries/P01/Cupglass_Garden_oracle.txt

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origin_data/Query-Focused_Summaries/Oracle_Summaries/P01/Desk_Face_oracle.txt

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origin_data/Query-Focused_Summaries/Oracle_Summaries/P01/Desk_Hands_oracle.txt

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origin_data/Query-Focused_Summaries/Oracle_Summaries/P01/Desk_Office_oracle.txt

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origin_data/Query-Focused_Summaries/Oracle_Summaries/P01/Drink_Face_oracle.txt

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origin_data/Query-Focused_Summaries/Oracle_Summaries/P01/Drink_Food_oracle.txt

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origin_data/Query-Focused_Summaries/Oracle_Summaries/P01/Drink_Musicalinstrument_oracle.txt

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origin_data/Query-Focused_Summaries/Oracle_Summaries/P01/Face_Party_oracle.txt

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origin_data/Query-Focused_Summaries/Oracle_Summaries/P01/Face_Phone_oracle.txt

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origin_data/Query-Focused_Summaries/Oracle_Summaries/P01/Food_Grass_oracle.txt

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origin_data/Query-Focused_Summaries/Oracle_Summaries/P01/Food_Hands_oracle.txt

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origin_data/Query-Focused_Summaries/Oracle_Summaries/P01/Food_Men_oracle.txt

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origin_data/Query-Focused_Summaries/Oracle_Summaries/P01/Food_Sky_oracle.txt

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origin_data/Query-Focused_Summaries/Oracle_Summaries/P01/Grass_Hall_oracle.txt

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origin_data/Query-Focused_Summaries/Oracle_Summaries/P01/Grass_Kids_oracle.txt

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origin_data/Query-Focused_Summaries/Oracle_Summaries/P01/Grass_Phone_oracle.txt

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