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.gitattributes

@@ -33,3 +33,61 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+ytb_videos/2ka5AleJ48I.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/QHFy-nWNJYk.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/xre_3dxdhkQ.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/IaTaaNinolU.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/Lyv_2usFQA0.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/g1MCVp5xICM.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/phM_SYH6aA0.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/J5Npf2xJpag.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/UIX6f0xMQ2U.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/AFFZjzuAHMg.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/08km9Yqbt-A.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/K759eXmaMTY.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/0k2ey_okQ4E.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/zbvamKv81o0.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/uC8TK7GH85o.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/wdcXmerZWDc.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/frX8GujpmkI.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/c9arR8T0Qts.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/U8WCRz0Yh4Q.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/FsLaTZmP6Uw.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/tBVUTFPate0.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/4IenX7OHumk.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/eTLMWnsStuk.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/c66RN87YjNE.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/p9CCSG3-dhI.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/V_skpmEXebM.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/uC9qU3X1JgM.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/GqeRnxSuLFI.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/gR5YcIJhDcU.mp4 filter=lfs diff=lfs merge=lfs -text
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+ytb_videos/1NH5dJ9VRvU.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/hZ8DmOpRTVc.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/0FM64MrRuZE.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/rhDdA-7gEhs.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/cMim0uU1yzA.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/EVBCLAaflaw.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/kq9Q9-U0vrc.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/LCfBYE97rFk.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/3EQzRz-V7uE.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/U9-Qy3H_UBY.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/djr6T2C8Gfs.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/GV5CuB4zPTY.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/HwpzzAefx9M.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/B7-6lRo2m4Y.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/SnOc5W0PgVE.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/ZQIZx5Oqw88.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/drbi6HK1gSc.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/OCTekmo_szs.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/NagvWwLvRik.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/39HTpUG1MwQ.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/gT2lNXqt2V0.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/ebzbKa32kuk.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/von_IMi97-w.mp4 filter=lfs diff=lfs merge=lfs -text
+ytb_videos/6EIrArTyLVU.mp4 filter=lfs diff=lfs merge=lfs -text

errors.txt

@@ -0,0 +1,9 @@
+https://www.youtube.com/watch?v=6YhlYu70uNA
+https://www.youtube.com/watch?v=j_9Fa9Uk8cA
+https://www.youtube.com/watch?v=Vo6HXsHgizc
+https://www.youtube.com/watch?v=3fGlUydVjRE
+https://www.youtube.com/watch?v=cL27iZTOSNU
+https://www.youtube.com/watch?v=LvrcYs00wLk
+https://www.youtube.com/watch?v=mIk8MyVMLt0
+https://www.youtube.com/watch?v=k9n7kGQmFzI
+https://www.youtube.com/watch?v=JLg4Rd6ukcg

eval.sh

@@ -0,0 +1,8 @@
+YOUR_RESULTS_FILE=output_test_template.json
+VIDEO_DURATION_TYPE=short,medium,long
+python eval_your_results.py \
+    --results_file $YOUR_RESULTS_FILE \
+    --video_duration_type $VIDEO_DURATION_TYPE \
+    --return_categories_accuracy \
+    --return_sub_categories_accuracy \
+    --return_task_types_accuracy

eval_your_results.py

@@ -0,0 +1,278 @@
+import os
+import argparse
+import json
+from typing import List, Dict, Optional, Union
+import re
+
+CATEGORIES = [
+    "Knowledge",
+    "Film & Television",
+    "Sports Competition",
+    "Artistic Performance",
+    "Life Record",
+    "Multilingual"
+]
+
+SUB_CATEGORIES = [
+    "Humanity & History",
+    "Literature & Art",
+    "Biology & Medicine",
+    "Finance & Commerce",
+    "Astronomy",
+    "Geography",
+    "Law",
+    "Life Tip",
+    "Technology",
+    "Animation",
+    "Movie & TV Show",
+    "Documentary",
+    "News Report",
+    "Esports",
+    "Basketball",
+    "Football",
+    "Athletics",
+    "Other Sports",
+    "Stage Play",
+    "Magic Show",
+    "Variety Show",
+    "Acrobatics",
+    "Handicraft",
+    "Food",
+    "Fashion",
+    "Daily Life",
+    "Travel",
+    "Pet & Animal",
+    "Exercise",
+    "Multilingual"
+]
+
+TASK_CATEGORIES = [
+    "Temporal Perception",
+    "Spatial Perception",
+    "Attribute Perception",
+    "Action Recognition",
+    "Object Recognition",
+    "OCR Problems",
+    "Counting Problem",
+    "Temporal Reasoning",
+    "Spatial Reasoning",
+    "Action Reasoning",
+    "Object Reasoning",
+    "Information Synopsis",
+]
+
+
+def extract_characters_regex(s):
+    s = s.strip()
+    answer_prefixes = [
+        "The best answer is",
+        "The correct answer is",
+        "The answer is",
+        "The answer",
+        "The best option is"
+        "The correct option is",
+        "Best answer:"
+        "Best option:",
+    ]
+    for answer_prefix in answer_prefixes:
+        s = s.replace(answer_prefix, "")
+
+    if len(s.split()) > 10 and not re.search("[ABCD]", s):
+        return ""
+    matches = re.search(r'[ABCD]', s)
+    if matches is None:
+        return ""
+    return matches[0]
+
+
+def eval_your_results(
+        your_results_path: str, 
+        video_types: Optional[Union[List[str], str]] = None,
+        skip_missing: Optional[bool] = False,
+        return_categories_accuracy: Optional[bool] = True,
+        return_sub_categories_accuracy: Optional[bool] = False,
+        return_task_types_accuracy: Optional[bool] = False,
+        gt_answer_key: Optional[str] = "answer",
+        your_answer_key: Optional[str] = "response"
+
+    ):
+    """
+    Evaluate your results against the ground truth
+
+    Args:
+    - your_results_path (str): Path to your results file
+    - video_types (Optional[List[str], str]): List of video types to evaluate. 
+    - skip_missing (Optional[bool]): If True, missing files will be skipped. If False, an error will be raised if there are missing files.
+    - return_categories_accuracy (Optional[bool]): If True, the accuracy for each video category will be returned.
+    - return_sub_categories_accuracy (Optional[bool]): If True, the accuracy for each video sub category will be returned.
+    - return_task_types_accuracy (Optional[bool]): If True, the accuracy for each task category will be returned.
+    - gt_answer_key (Optional[str]): Key to access the ground truth answer in the results file.
+    - your_answer_key (Optional[str]): Key to access your answer in the results file.
+    """
+
+    # Load your results
+    with open(your_results_path, 'r') as f:
+        your_results = json.load(f)
+
+    if isinstance(video_types, str):
+        video_types = video_types.split(",")
+
+    q_type_dict = {}
+    v_type_dict = {}
+    v_sub_type_dict = {}
+
+
+    for video_type in video_types:
+
+        # Filter your results based on video types
+        your_results_video_type = [item for item in your_results if item["duration_category"] == video_type]
+
+        # Task Categories
+        q_type_dict[video_type] = {}
+        for q_type in TASK_CATEGORIES:
+            q_type_dict[video_type][q_type] = {"correct": 0, "answered": 0}
+
+        # Video categories
+        v_type_dict[video_type] = {}
+        for v_type in CATEGORIES:
+            v_type_dict[video_type][v_type] = {"correct": 0, "answered": 0}
+        
+        v_sub_type_dict[video_type] = {}
+        for v_sub_type in SUB_CATEGORIES:
+            v_sub_type_dict[video_type][v_sub_type] = {"correct": 0, "answered": 0}
+
+        if not skip_missing:
+            # Check if the number of files in your results and ground truth are the same
+            assert len(your_results_video_type) == 300, f"Number of files in {video_type} is not 300. Check if there are missing files."
+
+        for item in your_results_video_type:
+
+            if skip_missing and item["missing"]:
+                continue
+
+            # Get the video category, sub category and question category
+            video_category = item["video_category"]
+            video_sub_category = item["video_subcategory"]
+            
+            questions = item["questions"]
+
+            for question in questions:
+                q_type = question["task_type"]
+
+                # Get the ground truth and your response
+                gt_answer = question[gt_answer_key]
+                response = question[your_answer_key]
+
+                # Extract the answer from the response
+                extration = extract_characters_regex(response)
+    
+                if extration != "":
+                    q_type_dict[video_type][q_type]["answered"] += 1
+                    q_type_dict[video_type][q_type]["correct"] += extration == gt_answer
+
+                    v_type_dict[video_type][video_category]["answered"] += 1
+                    v_type_dict[video_type][video_category]["correct"] += extration == gt_answer
+
+                    v_sub_type_dict[video_type][video_sub_category]["answered"] += 1
+                    v_sub_type_dict[video_type][video_sub_category]["correct"] += extration == gt_answer
+
+
+    # Print the results for each video type
+    for video_type in video_types:
+
+        print("=====================================")
+        print(f"Evaluation on video Type: {video_type}")
+        print("=====================================")
+        if return_categories_accuracy:
+            print("-------------------------------------")
+            print("Video Categories")
+            print("-------------------------------------")
+            for v_type in v_type_dict[video_type]:
+                print(f"{v_type}: {100 * v_type_dict[video_type][v_type]['correct'] / v_type_dict[video_type][v_type]['answered'] if v_type_dict[video_type][v_type]['answered'] > 0 else 0 : .1f}%")
+        if return_sub_categories_accuracy:
+            print("-------------------------------------")
+            print("Video Sub Categories")
+            print("-------------------------------------")
+            for v_sub_type in v_sub_type_dict[video_type]:
+                print(f"{v_sub_type}: {100 * v_sub_type_dict[video_type][v_sub_type]['correct'] / v_sub_type_dict[video_type][v_sub_type]['answered'] if v_sub_type_dict[video_type][v_sub_type]['answered'] > 0 else 0 : .1f}%")
+        if return_task_types_accuracy:
+            print("-------------------------------------")
+            print("Task Categories")
+            print("-------------------------------------")
+            for q_type in q_type_dict[video_type]:
+                print(f"{q_type}: {100 * q_type_dict[video_type][q_type]['correct'] / q_type_dict[video_type][q_type]['answered'] if q_type_dict[video_type][q_type]['answered'] > 0 else 0 : .1f}%")
+        
+        print("-------------------------------------")
+        print("Overall Performance")
+        print("-------------------------------------")
+        total_correct = sum([q_type_dict[video_type][q_type]["correct"] for q_type in TASK_CATEGORIES])
+        total_answered = sum([q_type_dict[video_type][q_type]["answered"] for q_type in TASK_CATEGORIES])
+        print(f"Overall: {100 * total_correct / total_answered if total_answered > 0 else 0 : .1f}%")
+
+        print("\n")
+
+    # Print the results for the entire dataset
+    print("=====================================")
+    print("Evaluation on the entire dataset")
+    print("=====================================")
+
+    if return_categories_accuracy:
+        print("-------------------------------------")
+        print("Video Categories")
+        print("-------------------------------------")
+        for v_type in CATEGORIES:
+            total_correct = sum([v_type_dict[video_type][v_type]["correct"] for video_type in video_types])
+            total_answered = sum([v_type_dict[video_type][v_type]["answered"] for video_type in video_types])
+            print(f"{v_type}: {100 * total_correct / total_answered if total_answered > 0 else 0 : .1f}%")
+    
+
+    if return_sub_categories_accuracy:
+        print("-------------------------------------")
+        print("Video Sub Categories")
+        print("-------------------------------------")
+
+        for v_sub_type in SUB_CATEGORIES:
+            total_correct = sum([v_sub_type_dict[video_type][v_sub_type]["correct"] for video_type in video_types])
+            total_answered = sum([v_sub_type_dict[video_type][v_sub_type]["answered"] for video_type in video_types])
+            print(f"{v_sub_type}: {100 * total_correct / total_answered if total_answered > 0 else 0 : .1f}%")
+
+
+    if return_task_types_accuracy:
+        print("-------------------------------------")
+        print("Task Categories")
+        print("-------------------------------------")
+        for q_type in TASK_CATEGORIES:
+
+            total_correct = sum([q_type_dict[video_type][q_type]["correct"] for video_type in video_types])
+            total_answered = sum([q_type_dict[video_type][q_type]["answered"] for video_type in video_types])
+            print(f"{q_type}: {100 * total_correct / total_answered if total_answered > 0 else 0 : .1f}%")
+
+    print("-------------------------------------")
+    print("Overall Performance")
+    print("-------------------------------------")
+    total_correct = sum([sum([q_type_dict[video_type][q_type]["correct"] for q_type in TASK_CATEGORIES]) for video_type in video_types])
+    total_answered = sum([sum([q_type_dict[video_type][q_type]["answered"] for q_type in TASK_CATEGORIES]) for video_type in video_types])
+    print(f"Overall: {100 * total_correct / total_answered if total_answered > 0 else 0 : .1f}%")
+
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--results_file", type=str, required=True)
+    parser.add_argument("--video_duration_type", type=str, required=True)
+    parser.add_argument("--return_categories_accuracy", action="store_true")
+    parser.add_argument("--return_sub_categories_accuracy", action="store_true")
+    parser.add_argument("--return_task_types_accuracy", action="store_true")
+
+    args = parser.parse_args()
+
+    eval_your_results(
+        args.results_file, 
+        video_types=args.video_duration_type,
+        return_categories_accuracy=args.return_categories_accuracy,
+        return_sub_categories_accuracy=args.return_sub_categories_accuracy,
+        return_task_types_accuracy=args.return_task_types_accuracy,
+    )
+
+
+

main.py

@@ -0,0 +1,49 @@
+import os, os.path as osp
+import json
+import yt_dlp
+
+
+def ytb_download(url, json_info=None, output_dir="ytb_videos/"):
+    uid = osp.basename(url).split("?v=")[-1]
+    os.makedirs(output_dir, exist_ok=True)
+    # uid = url.split("?v=")[-1]
+    yt_opts = {
+        "format": "best",  # Download the best quality available
+        "outtmpl": osp.join(output_dir, f"{uid}.%(ext)s"),  # Set the output template
+        "postprocessors": [
+            {
+                "key": "FFmpegVideoConvertor",
+                "preferedformat": "mp4",  # Convert video to mp4 format
+            }
+        ],
+    }
+
+    video_path = osp.join(output_dir, f"{uid}.mp4")
+    meta_path = osp.join(output_dir, f"{uid}.json")
+    if osp.exists(video_path):
+        print(f"{uid} already downloaded.")
+        return 0
+
+    try:
+        with yt_dlp.YoutubeDL(yt_opts) as ydl:
+            ydl.download([url])
+        if json_info is not None:
+            with open(osp.join(output_dir, f"{uid}.json"), "w") as fp:
+                json.dump(json_info, fp, indent=2)
+        return 0
+    except:
+        return -1
+    
+with open("Video-MME.json", "r") as fp:
+    info = json.load(fp)
+
+from tqdm import tqdm
+urls = []
+errors = [] 
+for d in tqdm(info):
+    r = ytb_download(d['url'])
+    if r != 0:
+        errors.append(d['url'])
+
+with open("errors.txt", "w") as fp:
+    fp.write("\n".join(errors))

urls.txt

@@ -0,0 +1,900 @@
+https://www.youtube.com/watch?v=AGCHk5_2skY
+https://www.youtube.com/watch?v=N1cdUjctpG8
+https://www.youtube.com/watch?v=WAWyfikAndA
+https://www.youtube.com/watch?v=HwnB8aCn8yE
+https://www.youtube.com/watch?v=24i4ncHuf6A
+https://www.youtube.com/watch?v=40BlVzjxu-I
+https://www.youtube.com/watch?v=0ay2Qy3wBe8
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