Datasets:

datajuicer
/

data-juicer-t2v-optimal-data-pool

+---
+license: cc-by-4.0
+language:
+- en
+tags:
+- text-to-video
+---
+# <span style="font-family: 'Courier New', monospace; font-weight: bold">Data-Juicer Sandbox: A Comprehensive Suite for Multimodal Data-Model Co-development
+## Project description
+The emergence of large-scale multi-modal generative models has drastically advanced artificial intelligence, introducing unprecedented levels of performance and functionality.
+However, optimizing these models remains challenging due to historically isolated paths of model-centric and data-centric developments, leading to suboptimal outcomes and inefficient resource utilization.
+In response, we present a novel sandbox suite tailored for integrated data-model co-development. This sandbox provides a comprehensive experimental platform, enabling rapid iteration and insight-driven refinement of both data and models.
+Our proposed "Probe-Analyze-Refine" workflow, validated through applications on [T2V-Turbo](https://github.com/Ji4chenLi/t2v-turbo) and achieve a new state-of-the-art on [VBench leaderboard](https://huggingface.co/spaces/Vchitect/VBench_Leaderboard) with 1.09% improvement from T2V-Turbo. Our experiment code and model are released at [Data-Juicer Sandbox](https://github.com/modelscope/data-juicer/blob/main/docs/Sandbox.md).
+## Dataset Information
+- The whole dataset is available [here](http://dail-wlcb.oss-cn-wulanchabu.aliyuncs.com/MM_data/our_refined_data/Data-Juicer-T2V/data_juicer_t2v_optimal_data_pool.zip) (About 227.5GB).
+- Number of samples: 147,176 (Include videos and keep ~12.09% from the original dataset)
+- The original dataset totals 1,217k instances from [InternVid](https://github.com/OpenGVLab/InternVideo/tree/main/Data/InternVid) (606k), [Panda-70M](https://github.com/snap-research/Panda-70M) (605k), and [MSR-VTT](https://www.microsoft.com/en-us/research/publication/msr-vtt-a-large-video-description-dataset-for-bridging-video-and-language/) (6k).
+## Refining Recipe
+```yaml
+# global parameters
+# global parameters
+project_name: 'Data-Juicer-recipes-T2V-optimal'
+dataset_path: '/path/to/your/dataset'  # path to your dataset directory or file
+export_path: '/path/to/your/dataset.jsonl'
+np: 4  # number of subprocess to process your dataset
+# process schedule
+# a list of several process operators with their arguments
+process:
+  - video_nsfw_filter:
+      hf_nsfw_model: Falconsai/nsfw_image_detection
+      score_threshold: 0.000195383
+      frame_sampling_method: uniform
+      frame_num: 3
+      reduce_mode: avg
+      any_or_all: any
+      mem_required: '1GB'
+  - video_frames_text_similarity_filter:
+      hf_clip: openai/clip-vit-base-patch32
+      min_score: 0.306337
+      max_score: 1.0
+      frame_sampling_method: uniform
+      frame_num: 3
+      horizontal_flip: false
+      vertical_flip: false
+      reduce_mode: avg
+      any_or_all: any
+      mem_required: '10GB'
+```

optimal_datas.jsonl ADDED Viewed

	@@ -0,0 +1,10 @@

+{"text": "<__dj__video> A group of children dressed in colorful costumes are participating in an outdoor event where they are decorating pumpkins with bubble wands.", "videos": ["./videos/panda/1AiNG23hyUo_7.mp4"], "__dj__stats__": {"alnum_ratio": 0.8116883117, "char_rep_ratio": 0.0, "flagged_words_ratio": 0.0, "lang": "en", "lang_score": 0.9006049037, "num_action": 3, "num_dependency_edges": [4, 1, 2, 4, 1, 2, 1, 2], "num_token": 32, "num_words": 23, "perplexity": 493.4, "special_char_ratio": 0.1883116883, "stopwords_ratio": 0.4347826087, "text_len": 154, "word_rep_ratio": 0.0, "video_frames_aesthetics_score": [0.4555848837], "video_aspect_ratios": [1.7777777778], "video_duration": [2], "video_height": [720], "video_width": [1280], "video_frames_text_similarity": [0.3540362418], "video_motion_score": [5.4380040169], "video_nsfw_score": [0.0001698484], "video_ocr_area_ratio": [0.0103081597], "video_watermark_prob": [0.5288844109]}}
+{"text": "<__dj__video> a screenshot of an asian screenshot of a game", "videos": ["./videos/internvid/RVZUInNpCFU_9_1.mp4"], "__dj__stats__": {"alnum_ratio": 0.7457627119, "char_rep_ratio": 0.24, "flagged_words_ratio": 0.0, "lang": "en", "lang_score": 0.5384221077, "num_action": 0, "num_dependency_edges": [2, 4, 2], "num_token": 16, "num_words": 10, "perplexity": 1951.5, "special_char_ratio": 0.2542372881, "stopwords_ratio": 0.5, "text_len": 59, "word_rep_ratio": 0.0, "video_frames_aesthetics_score": [0.4426309466], "video_aspect_ratios": [1.7777777778], "video_duration": [2], "video_height": [720], "video_width": [1280], "video_frames_text_similarity": [0.3099360466], "video_motion_score": [3.9707188606], "video_nsfw_score": [0.0001951887], "video_ocr_area_ratio": [0.0479736328], "video_watermark_prob": [0.9463900328]}}
+{"text": "<__dj__video> the word 'gynynyt' is in the middle of many different fruits and vegetables", "videos": ["./videos/internvid/Ip9TjM5PY9I_1_1.mp4"], "__dj__stats__": {"alnum_ratio": 0.7640449438, "char_rep_ratio": 0.0, "flagged_words_ratio": 0.0, "lang": "en", "lang_score": 0.7287845016, "num_action": 0, "num_dependency_edges": [2, 1, 3, 5, 1], "num_token": 24, "num_words": 14, "perplexity": 813.4, "special_char_ratio": 0.2359550562, "stopwords_ratio": 0.5, "text_len": 89, "word_rep_ratio": 0.0, "video_frames_aesthetics_score": [0.3954536319], "video_aspect_ratios": [1.7777777778], "video_duration": [2], "video_height": [720], "video_width": [1280], "video_frames_text_similarity": [0.3075161576], "video_motion_score": [2.2344789505], "video_nsfw_score": [0.0001862614], "video_ocr_area_ratio": [0.045139974], "video_watermark_prob": [0.5961741209]}}
+{"text": "<__dj__video> a woman in a yellow shirt is on a tennis court", "videos": ["./videos/internvid/Per2JwtVUwM_3_1.mp4"], "__dj__stats__": {"alnum_ratio": 0.7166666667, "char_rep_ratio": 0.0, "flagged_words_ratio": 0.0, "lang": "en", "lang_score": 0.5908017755, "num_action": 0, "num_dependency_edges": [3, 3, 1, 3], "num_token": 17, "num_words": 12, "perplexity": 1720.9, "special_char_ratio": 0.2833333333, "stopwords_ratio": 0.5, "text_len": 60, "word_rep_ratio": 0.0, "video_frames_aesthetics_score": [0.4742202759], "video_aspect_ratios": [1.7777777778], "video_duration": [4], "video_height": [720], "video_width": [1280], "video_frames_text_similarity": [0.319634378], "video_motion_score": [10.1790513992], "video_nsfw_score": [0.0001222684], "video_ocr_area_ratio": [0.0214476612], "video_watermark_prob": [0.8281876445]}}
+{"text": "<__dj__video> A man with glasses is sitting in a car and eating food.", "videos": ["./videos/panda/0p8CO6j9U-M_3.mp4"], "__dj__stats__": {"alnum_ratio": 0.7246376812, "char_rep_ratio": 0.0, "flagged_words_ratio": 0.0, "lang": "en", "lang_score": 0.923728466, "num_action": 2, "num_dependency_edges": [3, 1, 2, 1], "num_token": 19, "num_words": 13, "perplexity": 863.1, "special_char_ratio": 0.2753623188, "stopwords_ratio": 0.4615384615, "text_len": 69, "word_rep_ratio": 0.0, "video_frames_aesthetics_score": [0.4376985431], "video_aspect_ratios": [1.7777777778], "video_duration": [17], "video_height": [720], "video_width": [1280], "video_frames_text_similarity": [0.3342003822], "video_motion_score": [3.6470098495], "video_nsfw_score": [0.000185161], "video_ocr_area_ratio": [0.0], "video_watermark_prob": [0.5817964077]}}
+{"text": "<__dj__video> an image of someone pouring soil into a wheelbarrow", "videos": ["./videos/internvid/t692w4byVrw_7_2.mp4"], "__dj__stats__": {"alnum_ratio": 0.7692307692, "char_rep_ratio": 0.0, "flagged_words_ratio": 0.0, "lang": "en", "lang_score": 0.6552112699, "num_action": 1, "num_dependency_edges": [2, 2, 1, 2], "num_token": 17, "num_words": 10, "perplexity": 1950.0, "special_char_ratio": 0.2307692308, "stopwords_ratio": 0.5, "text_len": 65, "word_rep_ratio": 0.0, "video_frames_aesthetics_score": [0.4468871057], "video_aspect_ratios": [1.7777777778], "video_duration": [11], "video_height": [720], "video_width": [1280], "video_frames_text_similarity": [0.3253023028], "video_motion_score": [3.5699613094], "video_nsfw_score": [0.0001119684], "video_ocr_area_ratio": [0.0], "video_watermark_prob": [0.5961615443]}}
+{"text": "<__dj__video> a wedding car with a red ribbon and flowers", "videos": ["./videos/internvid/froKkfIPaHA_1_1.mp4"], "__dj__stats__": {"alnum_ratio": 0.7368421053, "char_rep_ratio": 0.0, "flagged_words_ratio": 0.0, "lang": "en", "lang_score": 0.6550011635, "num_action": 0, "num_dependency_edges": [1, 3, 5, 1], "num_token": 15, "num_words": 10, "perplexity": 2739.7, "special_char_ratio": 0.2631578947, "stopwords_ratio": 0.4, "text_len": 57, "word_rep_ratio": 0.0, "video_frames_aesthetics_score": [0.4366855621], "video_aspect_ratios": [1.7777777778], "video_duration": [1], "video_height": [720], "video_width": [1280], "video_frames_text_similarity": [0.3092386127], "video_motion_score": [11.0694389343], "video_nsfw_score": [0.0001391819], "video_ocr_area_ratio": [0.0036116536], "video_watermark_prob": [0.3725105524]}}
+{"text": "<__dj__video> A man dancing with two young girls in a dance studio.", "videos": ["./videos/panda/-vPbw02IbRc_3.mp4"], "__dj__stats__": {"alnum_ratio": 0.7313432836, "char_rep_ratio": 0.0, "flagged_words_ratio": 0.0, "lang": "en", "lang_score": 0.4970883131, "num_action": 1, "num_dependency_edges": [2, 3, 1, 3], "num_token": 18, "num_words": 12, "perplexity": 967.6, "special_char_ratio": 0.2686567164, "stopwords_ratio": 0.3333333333, "text_len": 67, "word_rep_ratio": 0.0, "video_frames_aesthetics_score": [0.4885383844], "video_aspect_ratios": [1.7777777778], "video_duration": [4], "video_height": [720], "video_width": [1280], "video_frames_text_similarity": [0.3328181803], "video_motion_score": [6.7048120499], "video_nsfw_score": [0.0001282161], "video_ocr_area_ratio": [0.0047927517], "video_watermark_prob": [0.5738118887]}}
+{"text": "<__dj__video> young people wearing face masks sit in the seats", "videos": ["./videos/internvid/ivU8GO4Zyo0_7_1.mp4"], "__dj__stats__": {"alnum_ratio": 0.7580645161, "char_rep_ratio": 0.0, "flagged_words_ratio": 0.0, "lang": "en", "lang_score": 0.7919024229, "num_action": 2, "num_dependency_edges": [3, 1, 2, 2], "num_token": 15, "num_words": 10, "perplexity": 2879.6, "special_char_ratio": 0.2419354839, "stopwords_ratio": 0.2, "text_len": 62, "word_rep_ratio": 0.0, "video_frames_aesthetics_score": [0.4656786919], "video_aspect_ratios": [1.7777777778], "video_duration": [3], "video_height": [720], "video_width": [1280], "video_frames_text_similarity": [0.3210753798], "video_motion_score": [0.7968443036], "video_nsfw_score": [0.0001760678], "video_ocr_area_ratio": [0.0179399957], "video_watermark_prob": [0.9622330666]}}
+{"text": "<__dj__video> A man in a blue shirt smiles at the camera while people stand in the background.", "videos": ["./videos/panda/-mdIuelE99E_17.mp4"], "__dj__stats__": {"alnum_ratio": 0.7553191489, "char_rep_ratio": 0.0, "flagged_words_ratio": 0.0, "lang": "en", "lang_score": 0.6364951134, "num_action": 2, "num_dependency_edges": [3, 3, 2, 1, 2], "num_token": 23, "num_words": 17, "perplexity": 622.2, "special_char_ratio": 0.2446808511, "stopwords_ratio": 0.4705882353, "text_len": 94, "word_rep_ratio": 0.0, "video_frames_aesthetics_score": [0.4479264021], "video_aspect_ratios": [1.7777777778], "video_duration": [13], "video_height": [720], "video_width": [1280], "video_frames_text_similarity": [0.3299186826], "video_motion_score": [10.0738592148], "video_nsfw_score": [0.0001195985], "video_ocr_area_ratio": [0.0164872685], "video_watermark_prob": [0.9694447517]}}