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.gitattributes

@@ -58,3 +58,10 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 # Video files - compressed
 *.mp4 filter=lfs diff=lfs merge=lfs -text
 *.webm filter=lfs diff=lfs merge=lfs -text
+combined_manifest.csv filter=lfs diff=lfs merge=lfs -text
+test.jsonl filter=lfs diff=lfs merge=lfs -text
+test_unseen.jsonl filter=lfs diff=lfs merge=lfs -text
+train.csv filter=lfs diff=lfs merge=lfs -text
+train.jsonl filter=lfs diff=lfs merge=lfs -text
+validation.csv filter=lfs diff=lfs merge=lfs -text
+validation.jsonl filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,41 @@
+---
+configs:
+  - config_name: default
+    data_files:
+      - split: train
+        path: data/train.parquet
+      - split: validation
+        path: data/validation.parquet
+      - split: test
+        path: data/test.parquet
+      - split: test_unseen
+        path: data/test_unseen.parquet
+tags:
+  - image-forensics
+  - multimodal-vision
+pretty_name: TJ Multimodal Research Dataset
+size_categories:
+  - 100K<n<1M
+---
+
+# TJ Research Dataset — Canonical Manifests
+
+Canonical consolidated multimodal research dataset.
+Conforms to `data/COMBINED_DATASET_SCHEMA.md`.
+
+## Task Target
+Binary classification:
+- `authentic` -> 0 (`ai_positive = 0`)
+- `tampered` (human memes) -> 1 (`ai_positive = 0`)
+- `tampered` (AI edits) -> 1 (`ai_positive = 1`)
+- `fully_aigc` -> 2 (`ai_positive = 1`)
+
+## Split Breakdown
+- Total rows: 127902
+- Train: 77106
+- Validation: 21001
+- Test: 16773
+- Test Unseen: 13022
+
+## Exclusions
+Strictly excludes COCO val2017 and WildFake DALL-E Advanced per competition contract.

audit_report.json

@@ -0,0 +1,825 @@
+{
+  "manifest_sha256": "b8b902e1cd69a1c3fad8463734c2c4683967e679d7bc36b3d9fd0b1900bd562b",
+  "total_rows": 127902,
+  "split_counts": {
+    "train": 77106,
+    "validation": 21001,
+    "test": 16773,
+    "test_unseen": 13022
+  },
+  "counts_by_split_and_source": {
+    "train": {
+      "ai_meme_macro_overlay/tampered": 890,
+      "ai_reaction_banners/tampered": 350,
+      "animagine_xl_artist_comparison/fully_aigc": 486,
+      "art_museums_pd/authentic": 5543,
+      "artic_dataset/authentic": 7051,
+      "authentic_classical_figure_art/authentic": 700,
+      "authentic_glamour_portraits/authentic": 1060,
+      "civitai_photoreal_diffusion/fully_aigc": 1760,
+      "danbooru2026_aigc_wild/fully_aigc": 330,
+      "danbooru_pre2020_human/authentic": 760,
+      "diffusionforensics/authentic": 2814,
+      "diffusionforensics/fully_aigc": 2806,
+      "ewan_gpt_images/fully_aigc": 44,
+      "game_screenshots_fantasy/authentic": 180,
+      "gmorinan_memes/tampered": 1500,
+      "google_nano_banana_edited/tampered": 1705,
+      "gpt_image_edit_1_5m/tampered": 3470,
+      "gta5_driving_renders/authentic": 330,
+      "ideogram_27k/fully_aigc": 2117,
+      "imgflip_memes/tampered": 1035,
+      "krea2_wildcards/fully_aigc": 1762,
+      "manga109_illustrations/authentic": 680,
+      "midjourney_fantasy_environments/fully_aigc": 360,
+      "midjourney_v5_images/fully_aigc": 718,
+      "midjourney_v6_recap/fully_aigc": 1418,
+      "multioff_memes/tampered": 200,
+      "open_images_v7/authentic": 7210,
+      "scam_ai_social_posts/fully_aigc": 200,
+      "sd3_medium_synths/fully_aigc": 705,
+      "sid/authentic": 6346,
+      "sid/fully_aigc": 6293,
+      "sid/tampered": 6424,
+      "sintel_blender_open_movie/authentic": 190,
+      "tartanair2_ue5_cyberpunk/authentic": 390,
+      "wildfake/authentic": 4437,
+      "wildfake/fully_aigc": 4432,
+      "yesbut_satire_comics/fully_aigc": 410
+    },
+    "validation": {
+      "ai_meme_macro_overlay/tampered": 195,
+      "ai_reaction_banners/tampered": 50,
+      "animagine_xl_artist_comparison/fully_aigc": 112,
+      "art_museums_pd/authentic": 1233,
+      "artic_dataset/authentic": 1479,
+      "authentic_classical_figure_art/authentic": 180,
+      "authentic_glamour_portraits/authentic": 250,
+      "civitai_photoreal_diffusion/fully_aigc": 320,
+      "danbooru2026_aigc_wild/fully_aigc": 110,
+      "danbooru_pre2020_human/authentic": 150,
+      "diffusionforensics/authentic": 938,
+      "diffusionforensics/fully_aigc": 575,
+      "ewan_gpt_images/fully_aigc": 23,
+      "game_screenshots_fantasy/authentic": 30,
+      "gmorinan_memes/tampered": 400,
+      "google_nano_banana_edited/tampered": 395,
+      "gpt_image_edit_1_5m/tampered": 795,
+      "gta5_driving_renders/authentic": 50,
+      "ideogram_27k/fully_aigc": 449,
+      "imgflip_memes/tampered": 225,
+      "krea2_wildcards/fully_aigc": 359,
+      "manga109_illustrations/authentic": 110,
+      "midjourney_fantasy_environments/fully_aigc": 80,
+      "midjourney_v5_images/fully_aigc": 136,
+      "midjourney_v6_recap/fully_aigc": 306,
+      "open_images_v7/authentic": 1290,
+      "scam_ai_social_posts/fully_aigc": 40,
+      "sd3_medium_synths/fully_aigc": 150,
+      "sid/authentic": 2279,
+      "sid/fully_aigc": 2360,
+      "sid/tampered": 2231,
+      "sintel_blender_open_movie/authentic": 50,
+      "tartanair2_ue5_cyberpunk/authentic": 70,
+      "wildfake/authentic": 1700,
+      "wildfake/fully_aigc": 1771,
+      "yesbut_satire_comics/fully_aigc": 110
+    },
+    "test": {
+      "ai_meme_macro_overlay/tampered": 215,
+      "ai_reaction_banners/tampered": 50,
+      "animagine_xl_artist_comparison/fully_aigc": 102,
+      "art_museums_pd/authentic": 1224,
+      "artic_dataset/authentic": 1470,
+      "authentic_classical_figure_art/authentic": 120,
+      "authentic_glamour_portraits/authentic": 190,
+      "civitai_photoreal_diffusion/fully_aigc": 420,
+      "danbooru2026_aigc_wild/fully_aigc": 60,
+      "danbooru_pre2020_human/authentic": 90,
+      "diffusionforensics/authentic": 575,
+      "diffusionforensics/fully_aigc": 908,
+      "ewan_gpt_images/fully_aigc": 35,
+      "game_screenshots_fantasy/authentic": 40,
+      "gmorinan_memes/tampered": 400,
+      "google_nano_banana_edited/tampered": 400,
+      "gpt_image_edit_1_5m/tampered": 735,
+      "gta5_driving_renders/authentic": 120,
+      "ideogram_27k/fully_aigc": 434,
+      "imgflip_memes/tampered": 240,
+      "krea2_wildcards/fully_aigc": 379,
+      "manga109_illustrations/authentic": 210,
+      "midjourney_fantasy_environments/fully_aigc": 60,
+      "midjourney_v5_images/fully_aigc": 146,
+      "midjourney_v6_recap/fully_aigc": 276,
+      "multioff_memes/tampered": 100,
+      "open_images_v7/authentic": 1500,
+      "scam_ai_social_posts/fully_aigc": 60,
+      "sd3_medium_synths/fully_aigc": 145,
+      "sid/authentic": 1369,
+      "sid/fully_aigc": 1378,
+      "sid/tampered": 1320,
+      "sintel_blender_open_movie/authentic": 10,
+      "tartanair2_ue5_cyberpunk/authentic": 40,
+      "wildfake/authentic": 901,
+      "wildfake/fully_aigc": 921,
+      "yesbut_satire_comics/fully_aigc": 130
+    },
+    "test_unseen": {
+      "diffusionforensics/authentic": 1,
+      "diffusionforensics/fully_aigc": 3383,
+      "flux_cyberpunk_scifi/fully_aigc": 500,
+      "flux_reason_6m/fully_aigc": 5000,
+      "nano_banana_pro_gen/fully_aigc": 2000,
+      "novelai_artist_comparison/fully_aigc": 800,
+      "sdxl_photoreal_vehicles/fully_aigc": 500,
+      "wildfake/authentic": 7,
+      "wildfake/fully_aigc": 831
+    }
+  },
+  "ai_positive_distribution": {
+    "train": {
+      "ai_positive_0": 40426,
+      "ai_positive_1": 36680
+    },
+    "validation": {
+      "ai_positive_0": 10434,
+      "ai_positive_1": 10567
+    },
+    "test": {
+      "ai_positive_0": 8599,
+      "ai_positive_1": 8174
+    },
+    "test_unseen": {
+      "ai_positive_0": 8,
+      "ai_positive_1": 13014
+    }
+  },
+  "duplicate_groups_count": 96648,
+  "quality_score_mean": 0.8911970102109426,
+  "quality_score_min": 0.85,
+  "quality_score_max": 0.95,
+  "forbidden_demo_check_passed": true,
+  "generator_registry": [
+    {
+      "dataset": "ai_meme_macro_overlay",
+      "generator_family": "midjourney_text_overlay",
+      "split": "test"
+    },
+    {
+      "dataset": "ai_meme_macro_overlay",
+      "generator_family": "midjourney_text_overlay",
+      "split": "train"
+    },
+    {
+      "dataset": "ai_meme_macro_overlay",
+      "generator_family": "midjourney_text_overlay",
+      "split": "validation"
+    },
+    {
+      "dataset": "ai_reaction_banners",
+      "generator_family": "gpt_image_2",
+      "split": "train"
+    },
+    {
+      "dataset": "ai_reaction_banners",
+      "generator_family": "gpt_image_2",
+      "split": "test"
+    },
+    {
+      "dataset": "ai_reaction_banners",
+      "generator_family": "gpt_image_2",
+      "split": "validation"
+    },
+    {
+      "dataset": "animagine_xl_artist_comparison",
+      "generator_family": "animagine_xl_3_0",
+      "split": "train"
+    },
+    {
+      "dataset": "animagine_xl_artist_comparison",
+      "generator_family": "animagine_xl_3_0",
+      "split": "test"
+    },
+    {
+      "dataset": "animagine_xl_artist_comparison",
+      "generator_family": "animagine_xl_3_0",
+      "split": "validation"
+    },
+    {
+      "dataset": "art_museums_pd",
+      "generator_family": "authentic",
+      "split": "train"
+    },
+    {
+      "dataset": "art_museums_pd",
+      "generator_family": "authentic",
+      "split": "validation"
+    },
+    {
+      "dataset": "art_museums_pd",
+      "generator_family": "authentic",
+      "split": "test"
+    },
+    {
+      "dataset": "artic_dataset",
+      "generator_family": "authentic",
+      "split": "validation"
+    },
+    {
+      "dataset": "artic_dataset",
+      "generator_family": "authentic",
+      "split": "train"
+    },
+    {
+      "dataset": "artic_dataset",
+      "generator_family": "authentic",
+      "split": "test"
+    },
+    {
+      "dataset": "authentic_classical_figure_art",
+      "generator_family": "authentic",
+      "split": "validation"
+    },
+    {
+      "dataset": "authentic_classical_figure_art",
+      "generator_family": "authentic",
+      "split": "train"
+    },
+    {
+      "dataset": "authentic_classical_figure_art",
+      "generator_family": "authentic",
+      "split": "test"
+    },
+    {
+      "dataset": "authentic_glamour_portraits",
+      "generator_family": "authentic",
+      "split": "train"
+    },
+    {
+      "dataset": "authentic_glamour_portraits",
+      "generator_family": "authentic",
+      "split": "validation"
+    },
+    {
+      "dataset": "authentic_glamour_portraits",
+      "generator_family": "authentic",
+      "split": "test"
+    },
+    {
+      "dataset": "civitai_photoreal_diffusion",
+      "generator_family": "civitai_realistic_vision",
+      "split": "train"
+    },
+    {
+      "dataset": "civitai_photoreal_diffusion",
+      "generator_family": "civitai_realistic_vision",
+      "split": "test"
+    },
+    {
+      "dataset": "civitai_photoreal_diffusion",
+      "generator_family": "civitai_realistic_vision",
+      "split": "validation"
+    },
+    {
+      "dataset": "danbooru2026_aigc_wild",
+      "generator_family": "midjourney_niji",
+      "split": "train"
+    },
+    {
+      "dataset": "danbooru2026_aigc_wild",
+      "generator_family": "midjourney_niji",
+      "split": "test"
+    },
+    {
+      "dataset": "danbooru2026_aigc_wild",
+      "generator_family": "midjourney_niji",
+      "split": "validation"
+    },
+    {
+      "dataset": "danbooru_pre2020_human",
+      "generator_family": "authentic",
+      "split": "test"
+    },
+    {
+      "dataset": "danbooru_pre2020_human",
+      "generator_family": "authentic",
+      "split": "train"
+    },
+    {
+      "dataset": "danbooru_pre2020_human",
+      "generator_family": "authentic",
+      "split": "validation"
+    },
+    {
+      "dataset": "diffusionforensics",
+      "generator_family": "adm",
+      "split": "train"
+    },
+    {
+      "dataset": "diffusionforensics",
+      "generator_family": "adm",
+      "split": "validation"
+    },
+    {
+      "dataset": "diffusionforensics",
+      "generator_family": "adm",
+      "split": "test"
+    },
+    {
+      "dataset": "diffusionforensics",
+      "generator_family": "dalle2",
+      "split": "test_unseen"
+    },
+    {
+      "dataset": "diffusionforensics",
+      "generator_family": "ddpm",
+      "split": "test"
+    },
+    {
+      "dataset": "diffusionforensics",
+      "generator_family": "iddpm",
+      "split": "test_unseen"
+    },
+    {
+      "dataset": "diffusionforensics",
+      "generator_family": "if",
+      "split": "test_unseen"
+    },
+    {
+      "dataset": "diffusionforensics",
+      "generator_family": "ldm",
+      "split": "test_unseen"
+    },
+    {
+      "dataset": "diffusionforensics",
+      "generator_family": "midjourney",
+      "split": "test_unseen"
+    },
+    {
+      "dataset": "diffusionforensics",
+      "generator_family": "midjourney",
+      "split": "test"
+    },
+    {
+      "dataset": "diffusionforensics",
+      "generator_family": "pndm",
+      "split": "test_unseen"
+    },
+    {
+      "dataset": "diffusionforensics",
+      "generator_family": "real",
+      "split": "train"
+    },
+    {
+      "dataset": "diffusionforensics",
+      "generator_family": "real",
+      "split": "test"
+    },
+    {
+      "dataset": "diffusionforensics",
+      "generator_family": "real",
+      "split": "validation"
+    },
+    {
+      "dataset": "diffusionforensics",
+      "generator_family": "real",
+      "split": "test_unseen"
+    },
+    {
+      "dataset": "diffusionforensics",
+      "generator_family": "sdv1",
+      "split": "test_unseen"
+    },
+    {
+      "dataset": "diffusionforensics",
+      "generator_family": "sdv1_new1",
+      "split": "test_unseen"
+    },
+    {
+      "dataset": "diffusionforensics",
+      "generator_family": "sdv1_new2",
+      "split": "test_unseen"
+    },
+    {
+      "dataset": "diffusionforensics",
+      "generator_family": "sdv2",
+      "split": "test_unseen"
+    },
+    {
+      "dataset": "diffusionforensics",
+      "generator_family": "vqdiffusion",
+      "split": "test_unseen"
+    },
+    {
+      "dataset": "ewan_gpt_images",
+      "generator_family": "gpt_image",
+      "split": "test"
+    },
+    {
+      "dataset": "ewan_gpt_images",
+      "generator_family": "gpt_image",
+      "split": "train"
+    },
+    {
+      "dataset": "ewan_gpt_images",
+      "generator_family": "gpt_image",
+      "split": "validation"
+    },
+    {
+      "dataset": "flux_cyberpunk_scifi",
+      "generator_family": "flux_1_dev",
+      "split": "test_unseen"
+    },
+    {
+      "dataset": "flux_reason_6m",
+      "generator_family": "flux_1_dev",
+      "split": "test_unseen"
+    },
+    {
+      "dataset": "game_screenshots_fantasy",
+      "generator_family": "authentic",
+      "split": "train"
+    },
+    {
+      "dataset": "game_screenshots_fantasy",
+      "generator_family": "authentic",
+      "split": "test"
+    },
+    {
+      "dataset": "game_screenshots_fantasy",
+      "generator_family": "authentic",
+      "split": "validation"
+    },
+    {
+      "dataset": "gmorinan_memes",
+      "generator_family": "human",
+      "split": "train"
+    },
+    {
+      "dataset": "gmorinan_memes",
+      "generator_family": "human",
+      "split": "validation"
+    },
+    {
+      "dataset": "gmorinan_memes",
+      "generator_family": "human",
+      "split": "test"
+    },
+    {
+      "dataset": "google_nano_banana_edited",
+      "generator_family": "nano_banana",
+      "split": "train"
+    },
+    {
+      "dataset": "google_nano_banana_edited",
+      "generator_family": "nano_banana",
+      "split": "test"
+    },
+    {
+      "dataset": "google_nano_banana_edited",
+      "generator_family": "nano_banana",
+      "split": "validation"
+    },
+    {
+      "dataset": "gpt_image_edit_1_5m",
+      "generator_family": "gpt_image_1",
+      "split": "train"
+    },
+    {
+      "dataset": "gpt_image_edit_1_5m",
+      "generator_family": "gpt_image_1",
+      "split": "validation"
+    },
+    {
+      "dataset": "gpt_image_edit_1_5m",
+      "generator_family": "gpt_image_1",
+      "split": "test"
+    },
+    {
+      "dataset": "gta5_driving_renders",
+      "generator_family": "authentic",
+      "split": "test"
+    },
+    {
+      "dataset": "gta5_driving_renders",
+      "generator_family": "authentic",
+      "split": "validation"
+    },
+    {
+      "dataset": "gta5_driving_renders",
+      "generator_family": "authentic",
+      "split": "train"
+    },
+    {
+      "dataset": "ideogram_27k",
+      "generator_family": "ideogram_v2",
+      "split": "train"
+    },
+    {
+      "dataset": "ideogram_27k",
+      "generator_family": "ideogram_v2",
+      "split": "validation"
+    },
+    {
+      "dataset": "ideogram_27k",
+      "generator_family": "ideogram_v2",
+      "split": "test"
+    },
+    {
+      "dataset": "imgflip_memes",
+      "generator_family": "human",
+      "split": "train"
+    },
+    {
+      "dataset": "imgflip_memes",
+      "generator_family": "human",
+      "split": "test"
+    },
+    {
+      "dataset": "imgflip_memes",
+      "generator_family": "human",
+      "split": "validation"
+    },
+    {
+      "dataset": "krea2_wildcards",
+      "generator_family": "krea_2",
+      "split": "test"
+    },
+    {
+      "dataset": "krea2_wildcards",
+      "generator_family": "krea_2",
+      "split": "train"
+    },
+    {
+      "dataset": "krea2_wildcards",
+      "generator_family": "krea_2",
+      "split": "validation"
+    },
+    {
+      "dataset": "manga109_illustrations",
+      "generator_family": "authentic",
+      "split": "validation"
+    },
+    {
+      "dataset": "manga109_illustrations",
+      "generator_family": "authentic",
+      "split": "test"
+    },
+    {
+      "dataset": "manga109_illustrations",
+      "generator_family": "authentic",
+      "split": "train"
+    },
+    {
+      "dataset": "midjourney_fantasy_environments",
+      "generator_family": "midjourney_6",
+      "split": "train"
+    },
+    {
+      "dataset": "midjourney_fantasy_environments",
+      "generator_family": "midjourney_6",
+      "split": "test"
+    },
+    {
+      "dataset": "midjourney_fantasy_environments",
+      "generator_family": "midjourney_6",
+      "split": "validation"
+    },
+    {
+      "dataset": "midjourney_v5_images",
+      "generator_family": "midjourney_5",
+      "split": "train"
+    },
+    {
+      "dataset": "midjourney_v5_images",
+      "generator_family": "midjourney_5",
+      "split": "validation"
+    },
+    {
+      "dataset": "midjourney_v5_images",
+      "generator_family": "midjourney_5",
+      "split": "test"
+    },
+    {
+      "dataset": "midjourney_v6_recap",
+      "generator_family": "midjourney_6",
+      "split": "train"
+    },
+    {
+      "dataset": "midjourney_v6_recap",
+      "generator_family": "midjourney_6",
+      "split": "test"
+    },
+    {
+      "dataset": "midjourney_v6_recap",
+      "generator_family": "midjourney_6",
+      "split": "validation"
+    },
+    {
+      "dataset": "multioff_memes",
+      "generator_family": "human",
+      "split": "train"
+    },
+    {
+      "dataset": "multioff_memes",
+      "generator_family": "human",
+      "split": "test"
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