Upload 3 files

TrainTestSplit.json

@@ -0,0 +1,2008 @@
+{
+  "train": [
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+    "video_youtube_downloads_1_619.mp4",
+    "video_youtube_downloads_2_1465.mp4",
+    "video_youtube_downloads_2_1965.mp4",
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+    "video_youtube_downloads_3_1102.mp4",
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+    "video_youtube_downloads_3_2205.mp4",
+    "video_youtube_downloads_2_2321.mp4",
+    "video_youtube_downloads_2_2059.mp4",
+    "video_youtube_downloads_1_2256.mp4",
+    "video_youtube_downloads_2_215.mp4",
+    "video_youtube_downloads_3_2914.mp4",
+    "video_youtube_downloads_4_1_559.mp4",
+    "video_youtube_downloads_4_1_589.mp4",
+    "video_youtube_downloads_2_318.mp4",
+    "video_youtube_downloads_2_1913.mp4",
+    "video_youtube_downloads_1_2333.mp4",
+    "video_youtube_downloads_3_1602.mp4",
+    "video_youtube_downloads_2_2181.mp4",
+    "video_youtube_downloads_4_1_178.mp4",
+    "video_youtube_downloads_3_1662.mp4",
+    "video_youtube_downloads_2_614.mp4",
+    "video_youtube_downloads_3_2410.mp4",
+    "video_youtube_downloads_4_1_499.mp4",
+    "video_youtube_downloads_4_1_315.mp4",
+    "video_youtube_downloads_3_2674.mp4",
+    "video_youtube_downloads_4_1_200.mp4",
+    "video_youtube_downloads_2_1034.mp4",
+    "video_youtube_downloads_3_556.mp4",
+    "video_youtube_downloads_3_041.mp4",
+    "video_youtube_downloads_3_110.mp4",
+    "video_youtube_downloads_3_164.mp4",
+    "video_youtube_downloads_1_1152.mp4",
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+    "video_youtube_downloads_3_465.mp4",
+    "video_youtube_downloads_2_1681.mp4",
+    "video_youtube_downloads_1_2761.mp4",
+    "video_youtube_downloads_2_1082.mp4",
+    "video_youtube_downloads_3_1586.mp4",
+    "video_youtube_downloads_4_1_687.mp4",
+    "video_youtube_downloads_2_1152.mp4",
+    "video_youtube_downloads_3_2361.mp4",
+    "video_youtube_downloads_3_2740.mp4",
+    "video_youtube_downloads_3_393.mp4",
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+    "video_youtube_downloads_3_2066.mp4",
+    "video_youtube_downloads_3_2736.mp4",
+    "video_youtube_downloads_3_1886.mp4",
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+    "video_youtube_downloads_2_1472.mp4",
+    "video_youtube_downloads_2_1585.mp4",
+    "video_youtube_downloads_2_2270.mp4",
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+    "video_youtube_downloads_3_703.mp4",
+    "video_youtube_downloads_2_1279.mp4",
+    "video_youtube_downloads_2_128.mp4",
+    "video_youtube_downloads_3_2895.mp4",
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+    "video_youtube_downloads_3_806.mp4",
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+    "video_youtube_downloads_3_579.mp4",
+    "video_youtube_downloads_3_1234.mp4",
+    "video_youtube_downloads_1_1288.mp4",
+    "video_youtube_downloads_3_2489.mp4",
+    "video_youtube_downloads_2_1451.mp4",
+    "video_youtube_downloads_2_301.mp4",
+    "video_youtube_downloads_3_1841.mp4",
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+    "video_youtube_downloads_2_413.mp4",
+    "video_youtube_downloads_4_1_009.mp4",
+    "video_youtube_downloads_2_1218.mp4",
+    "video_youtube_downloads_1_1724.mp4",
+    "video_youtube_downloads_3_2288.mp4",
+    "video_youtube_downloads_3_927.mp4",
+    "video_youtube_downloads_3_1195.mp4",
+    "video_youtube_downloads_3_956.mp4",
+    "video_youtube_downloads_2_1113.mp4",
+    "video_youtube_downloads_2_1794.mp4",
+    "video_youtube_downloads_3_441.mp4",
+    "video_youtube_downloads_1_654.mp4",
+    "video_youtube_downloads_2_453.mp4",
+    "video_youtube_downloads_4_1_054.mp4",
+    "video_youtube_downloads_2_1389.mp4",
+    "video_youtube_downloads_2_1341.mp4",
+    "video_youtube_downloads_3_1457.mp4",
+    "video_youtube_downloads_2_242.mp4",
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+    "video_youtube_downloads_3_1228.mp4",
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+    "video_youtube_downloads_3_611.mp4",
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+    "video_youtube_downloads_3_418.mp4",
+    "video_youtube_downloads_1_2169.mp4",
+    "video_youtube_downloads_3_2646.mp4",
+    "video_youtube_downloads_4_1_255.mp4",
+    "video_youtube_downloads_3_2180.mp4",
+    "video_youtube_downloads_3_2309.mp4",
+    "video_youtube_downloads_3_687.mp4",
+    "video_youtube_downloads_2_512.mp4",
+    "video_youtube_downloads_2_2310.mp4",
+    "video_youtube_downloads_3_136.mp4",
+    "video_youtube_downloads_3_1084.mp4",
+    "video_youtube_downloads_3_1731.mp4",
+    "video_youtube_downloads_2_1072.mp4",
+    "video_youtube_downloads_2_384.mp4",
+    "video_youtube_downloads_3_690.mp4",
+    "video_youtube_downloads_1_499.mp4",
+    "video_youtube_downloads_2_916.mp4",
+    "video_youtube_downloads_2_1126.mp4",
+    "video_youtube_downloads_3_577.mp4",
+    "video_youtube_downloads_2_448.mp4",
+    "video_youtube_downloads_3_2901.mp4",
+    "video_youtube_downloads_4_1_633.mp4",
+    "video_youtube_downloads_4_1_191.mp4",
+    "video_youtube_downloads_3_769.mp4",
+    "video_youtube_downloads_2_403.mp4",
+    "video_youtube_downloads_2_950.mp4",
+    "video_youtube_downloads_1_448.mp4",
+    "video_youtube_downloads_3_446.mp4",
+    "video_youtube_downloads_2_1033.mp4",
+    "video_youtube_downloads_3_1987.mp4",
+    "video_youtube_downloads_1_1703.mp4",
+    "video_youtube_downloads_2_822.mp4",
+    "video_youtube_downloads_2_507.mp4",
+    "video_youtube_downloads_3_201.mp4",
+    "video_youtube_downloads_3_912.mp4",
+    "video_youtube_downloads_4_1_634.mp4",
+    "video_youtube_downloads_3_2939.mp4",
+    "video_youtube_downloads_2_768.mp4",
+    "video_youtube_downloads_1_1501.mp4",
+    "video_youtube_shorts_391.mp4",
+    "video_youtube_downloads_1_2303.mp4",
+    "video_youtube_shorts_499.mp4",
+    "video_youtube_downloads_2_1289.mp4",
+    "video_youtube_shorts_1011.mp4",
+    "video_youtube_downloads_1_1417.mp4",
+    "video_youtube_downloads_1_2836.mp4",
+    "video_youtube_downloads_1_903.mp4",
+    "video_youtube_shorts_1816.mp4",
+    "video_youtube_downloads_1_613.mp4",
+    "video_youtube_shorts_703.mp4",
+    "video_youtube_downloads_1_2683.mp4",
+    "video_youtube_shorts_044.mp4",
+    "video_youtube_downloads_1_003.mp4",
+    "video_youtube_downloads_1_2821.mp4",
+    "video_youtube_downloads_2_1956.mp4",
+    "video_youtube_shorts_643.mp4",
+    "video_youtube_downloads_1_1493.mp4",
+    "video_youtube_downloads_1_443.mp4",
+    "video_youtube_shorts_1076.mp4",
+    "video_youtube_shorts_389.mp4",
+    "video_youtube_shorts_1116.mp4",
+    "video_youtube_shorts_073.mp4",
+    "video_youtube_downloads_1_2176.mp4",
+    "video_youtube_downloads_1_908.mp4",
+    "video_youtube_shorts_1310.mp4",
+    "video_youtube_downloads_1_2849.mp4",
+    "video_youtube_downloads_2_1858.mp4",
+    "video_youtube_shorts_1646.mp4",
+    "video_youtube_downloads_1_189.mp4",
+    "video_youtube_downloads_1_419.mp4",
+    "video_youtube_downloads_1_555.mp4",
+    "video_youtube_downloads_1_909.mp4",
+    "video_youtube_shorts_1654.mp4",
+    "video_youtube_shorts_675.mp4",
+    "video_youtube_shorts_1087.mp4",
+    "video_youtube_downloads_1_862.mp4",
+    "video_youtube_downloads_1_1593.mp4",
+    "video_youtube_downloads_1_1291.mp4",
+    "video_youtube_downloads_1_2449.mp4",
+    "video_youtube_shorts_1655.mp4",
+    "video_youtube_shorts_549.mp4",
+    "video_youtube_downloads_1_1611.mp4",
+    "video_youtube_shorts_833.mp4",
+    "video_youtube_downloads_1_656.mp4",
+    "video_youtube_shorts_1755.mp4",
+    "video_youtube_shorts_1779.mp4",
+    "video_youtube_shorts_1282.mp4",
+    "video_youtube_shorts_907.mp4",
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+    "video_youtube_shorts_705.mp4",
+    "video_youtube_shorts_1584.mp4",
+    "video_youtube_downloads_1_1952.mp4",
+    "video_youtube_shorts_771.mp4",
+    "video_youtube_downloads_1_2514.mp4",
+    "video_youtube_shorts_416.mp4",
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+    "video_youtube_downloads_1_2339.mp4",
+    "video_youtube_downloads_1_2505.mp4",
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+    "video_youtube_downloads_1_1791.mp4",
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+    "video_youtube_downloads_1_1429.mp4",
+    "video_youtube_shorts_259.mp4",
+    "video_youtube_downloads_1_2827.mp4",
+    "video_youtube_shorts_921.mp4",
+    "video_youtube_shorts_1746.mp4",
+    "video_youtube_downloads_1_977.mp4",
+    "video_youtube_downloads_1_680.mp4",
+    "video_youtube_downloads_1_2101.mp4",
+    "video_youtube_downloads_1_2848.mp4",
+    "video_youtube_downloads_1_2753.mp4",
+    "video_youtube_downloads_1_1559.mp4",
+    "video_youtube_shorts_1225.mp4",
+    "video_youtube_shorts_325.mp4",
+    "video_youtube_shorts_950.mp4",
+    "video_youtube_shorts_1578.mp4",
+    "video_youtube_shorts_402.mp4",
+    "video_youtube_downloads_1_1530.mp4",
+    "video_youtube_shorts_875.mp4",
+    "video_youtube_shorts_1384.mp4",
+    "video_youtube_downloads_1_2710.mp4",
+    "video_youtube_downloads_1_1124.mp4",
+    "video_youtube_shorts_1482.mp4",
+    "video_youtube_downloads_1_1685.mp4",
+    "video_youtube_downloads_2_2190.mp4",
+    "video_youtube_downloads_1_2551.mp4",
+    "video_youtube_downloads_1_436.mp4",
+    "video_youtube_shorts_447.mp4",
+    "video_youtube_shorts_072.mp4",
+    "video_youtube_shorts_1490.mp4",
+    "video_youtube_shorts_100.mp4",
+    "video_youtube_downloads_2_275.mp4",
+    "video_youtube_shorts_673.mp4",
+    "video_youtube_downloads_1_767.mp4",
+    "video_youtube_downloads_1_2621.mp4",
+    "video_youtube_downloads_1_1229.mp4",
+    "video_youtube_shorts_794.mp4",
+    "video_youtube_downloads_1_121.mp4",
+    "video_youtube_downloads_1_3070.mp4",
+    "video_youtube_shorts_1304.mp4",
+    "video_youtube_shorts_845.mp4",
+    "video_youtube_downloads_1_603.mp4",
+    "video_youtube_shorts_1366.mp4",
+    "video_youtube_downloads_1_720.mp4",
+    "video_youtube_shorts_1815.mp4",
+    "video_youtube_downloads_1_1550.mp4",
+    "video_youtube_downloads_1_582.mp4",
+    "video_youtube_shorts_487.mp4",
+    "video_youtube_shorts_1634.mp4",
+    "video_youtube_downloads_1_1708.mp4",
+    "video_youtube_downloads_1_1193.mp4",
+    "video_youtube_shorts_1255.mp4",
+    "video_youtube_shorts_227.mp4",
+    "video_youtube_shorts_358.mp4",
+    "video_youtube_downloads_1_581.mp4"
+  ]
+}

bench.py

@@ -0,0 +1,246 @@
+# Please folow our requirements for metrics calculation:
+# conda create -n saliency python=3.8.16
+# conda activate saliency
+# pip install numpy==1.24.2 opencv-python==4.7.0.72 tqdm==4.65.0
+# conda install ffmpeg=4.4.2 -c conda-forge
+
+from multiprocessing.pool import Pool, ThreadPool
+from os import path, listdir, mkdir
+from pathlib import Path
+from tqdm import tqdm
+from glob import glob
+import numpy as np
+import subprocess
+import argparse
+import warnings
+import json
+import cv2
+
+cv2.setNumThreads(0)
+eps = np.finfo(np.float32).eps
+warnings.filterwarnings("error")
+
+###metrics###
+
+def nss(s_map, gt):
+    s_map_norm = (s_map - np.mean(s_map))/(np.std(s_map) + 1e-7)
+    temp = s_map_norm[gt[:, 0], gt[:, 1]]
+    return np.mean(temp)
+
+
+def similarity(s_map, gt):
+    s_map = s_map / (np.sum(s_map) + 1e-7)
+    gt = gt / (np.sum(gt) + 1e-7)
+    return np.sum(np.minimum(s_map, gt))
+
+
+def cc(s_map, gt):
+    a = (s_map - np.mean(s_map))/(np.std(s_map) + 1e-7)
+    b = (gt - np.mean(gt))/(np.std(gt) + 1e-7)
+    r = (a*b).sum() / np.sqrt((a*a).sum() * (b*b).sum() + 1e-7)
+    return r
+
+
+def auc_judd(S, F):
+    
+    Sth = S[F[:, 0], F[:, 1]]
+    Nfixations = len(Sth)
+    Uniqe_fixations = np.unique(F, axis=1).shape[-1]
+    Possible_fixations = np.prod(S.shape) + (Nfixations - Uniqe_fixations)
+
+    allthreshes = np.sort(Sth)[::-1]
+    tp = np.zeros(Nfixations + 2)
+    fp = np.zeros(Nfixations + 2)
+    tp[0] = fp[0] = 0
+    tp[-1] = fp[-1] = 1
+
+    # Vectorized computation of aboveth
+    aboveth = np.sum(S >= allthreshes[:, np.newaxis, np.newaxis], axis=(1, 2))
+
+    arange = np.arange(1, Nfixations + 1)
+    fp[1:-1] = (aboveth - arange) / (Possible_fixations - Nfixations)
+    tp[1:-1] = arange / Nfixations
+
+    # Trapezoidal integration to compute AUC-Judd
+    return np.trapz(tp, fp)
+
+
+
+def kldiv(s_map, gt):
+    s_map = s_map / (np.sum(s_map) * 1.0)
+    gt = gt / (np.sum(gt) * 1.0)
+    eps = 2.2204e-16
+    res = np.sum(gt * np.log(eps + gt / (s_map + eps)))
+    return res
+
+
+######
+
+def xrgb2gray(img):
+    assert len(img.shape) in (2, 3)
+    return img.mean(axis=2) if len(img.shape) == 3 else img
+
+# Returns SM in [0; 1] range
+def read_sm(path):
+    img = cv2.imread(path, cv2.IMREAD_UNCHANGED)
+    img = xrgb2gray(img)
+    img = (img - img.min()) / (img.max() - img.min() + eps)
+    return img
+
+def calculate_frame_metrics(frame):
+    gt_fix = np.array(frame['gt_fixations'])
+    gt_120_sm = read_sm(frame['gt_saliency_path'])
+    pred_sm = cv2.resize(read_sm(frame['predictions_path']), (gt_120_sm.shape[1], gt_120_sm.shape[0]))
+
+    return {
+        'sim_score': similarity(pred_sm, gt_120_sm),
+        'nss_score': nss(pred_sm, gt_fix),
+        'cc_score': cc(pred_sm, gt_120_sm),
+        'auc_judd_score': auc_judd(pred_sm, gt_fix),
+    }
+
+
+def calculate_metrics(video_name, temp_predictions_path, temp_gt_saliency_path, temp_gt_fixations_path, num_workers=4):
+    predictions_path = glob(temp_predictions_path)[0]
+    gt_saliency_path = glob(temp_gt_saliency_path)[0]
+    with open(temp_gt_fixations_path) as f:
+        gt_fixations = json.load(f)
+
+    scores = []
+    assert_func = lambda path: set([int(x.split('.')[0]) for x in listdir(path)])
+    assert assert_func(gt_saliency_path) == assert_func(predictions_path)
+
+    frames = [
+        {
+            'gt_fixations': gt_fix,
+            'gt_saliency_path': gt_sal,
+            'predictions_path': pred,
+        } for gt_fix, gt_sal, pred in zip(
+            gt_fixations,
+            [path.join(gt_saliency_path, x) for x in sorted(listdir(gt_saliency_path))],
+            [path.join(predictions_path, x) for x in sorted(listdir(predictions_path))]
+    )]
+    with Pool(num_workers) as pool:
+        scores = pool.map(calculate_frame_metrics, frames)
+
+    conv_scores = {metric: [x[metric] for x in scores] for metric in scores[0].keys()}
+
+    return {
+        'video_name' : video_name,
+        'cc' : np.mean(conv_scores['cc_score']),
+        'sim' : np.mean(conv_scores['sim_score']),
+        'nss' : np.mean(conv_scores['nss_score']),
+        'auc_judd' : np.mean(conv_scores['auc_judd_score']),
+    }
+
+
+def calculate_all_videos(video_names, model_extracted_frames, gt_extracted_frames, gt_fixations_path, num_workers=4):
+    
+    detail_result = []
+    for video_name in tqdm(video_names):
+        if len([x for x in detail_result if x['video_name'] == video_name]) > 0:
+            continue
+        short_video_name = Path(video_name).name
+        model_output = str(Path(model_extracted_frames) / f'{short_video_name}*')
+        gt_gaussians = str(Path(gt_extracted_frames) / f'{short_video_name}*')
+        gt_fixations = Path(gt_fixations_path) / short_video_name / 'fixations.json'
+        cur_result = calculate_metrics(video_name, model_output, gt_gaussians, gt_fixations, num_workers)
+        detail_result += [cur_result]
+        np.save("tmp2.npy", detail_result)
+
+    return detail_result
+
+
+def make_bench(model_extracted_frames, gt_extracted_frames, gt_fixations_path, split_json='TrainTestSplit.json', results_json='results.json', mode='public_test', num_workers=4):
+
+    print(num_workers, 'worker(s)')
+    print(f'Testing {model_extracted_frames}')
+
+    sm_listdir = listdir(model_extracted_frames)
+    gt_listdir = listdir(gt_extracted_frames)
+
+    if len(sm_listdir) < len(gt_listdir):
+        msg = f'There are results for only a few videos ({len(sm_listdir)}/{len(gt_listdir)})!'
+        raise ValueError(msg)
+
+    video_names = sorted(sm_listdir)
+    with open(split_json) as f:
+        splits = set(json.load(f)[mode])
+
+    video_names = [name for name in video_names if name in splits]
+
+    detail_result = calculate_all_videos(video_names, model_extracted_frames, gt_extracted_frames, gt_fixations_path, num_workers)
+    detail_result = sorted(detail_result, key=lambda res: res['video_name'])
+
+    result = {'cc' : [], 'sim' : [], 'nss' : [], 'auc_judd' : []}
+    for i in result:
+        for j in detail_result:
+            result[i].append(j[i])
+
+    with open(results_json, 'w') as f:
+        json.dump(result, f)
+
+    model_res = {'Model': [model_extracted_frames], 'Mode': [mode]}
+    [model_res.update({key: [np.mean(result[key])]}) for key in result.keys()]
+    
+    print(model_res)
+
+
+
+def extract_frames(input_dir, output_dir, split_json='TrainTestSplit.json', mode='public_test', num_workers=4):
+
+    def poolfunc(x):
+        if x.stem not in splits[mode]:
+            return
+        dst_vid = dst / x.stem
+        if dst_vid.exists():
+            pbar.update(1)
+            return
+        dst_vid.mkdir()
+        subprocess.check_call(f'ffmpeg -v error -i {x} {dst_vid}/%03d.png'.split())
+        pbar.update(1)
+
+    with open(split_json) as f:
+        splits = json.load(f)
+
+    root = Path(input_dir)
+    dst = Path(output_dir)
+    dst.mkdir(exist_ok=True)
+    videos = list(root.iterdir())
+    pbar = tqdm(total=len(splits[mode]))
+    with ThreadPool(num_workers) as p:
+        p.map(poolfunc, videos)
+
+
+
+if __name__ == '__main__':
+
+    parser = argparse.ArgumentParser()
+    parser.add_argument('--model_video_predictions', default='./SampleSubmission-CenterPrior',
+                                help='Folder with predicted saliency videos')
+    parser.add_argument('--model_extracted_frames', default='./SampleSubmission-CenterPrior-Frames', 
+                                help='Folder to store prediction frames (should not exist at launch time), requires ~170 GB of free space')
+
+    parser.add_argument('--gt_video_predictions', default='./SaliencyTest/Test',
+                                help='Folder from dataset page with gt saliency videos')
+    parser.add_argument('--gt_extracted_frames', default='./SaliencyTest-Frames', 
+                                help='Folder to store ground-truth frames (should not exist at launch time), requires ~170 GB of free space')
+    parser.add_argument('--gt_fixations_path', default='./FixationsTest/Test',
+                                help='Folder from dataset page with gt saliency fixations')
+    parser.add_argument('--split_json', default='./TrainTestSplit.json',
+                                help='Json from dataset page with names splitting')
+
+    parser.add_argument('--results_json', default='./results.json')
+    parser.add_argument('--mode', default='public_test', help='public_test/private_test')
+    parser.add_argument('--num_workers', type=int, default=4)
+
+    args = parser.parse_args()
+
+    if not path.exists(args.model_extracted_frames):
+        print("Extracting", args.model_video_predictions, 'to', args.model_extracted_frames)
+        extract_frames(args.model_video_predictions, args.model_extracted_frames, args.split_json, args.mode, args.num_workers)
+    if not path.exists(args.gt_extracted_frames):
+        print("Extracting", args.gt_video_predictions, 'to', args.gt_extracted_frames)
+        extract_frames(args.gt_video_predictions, args.gt_extracted_frames, args.split_json, args.mode, args.num_workers)
+
+    make_bench(args.model_extracted_frames, args.gt_extracted_frames, args.gt_fixations_path, args.split_json, args.results_json, args.mode, args.num_workers)