Classification pipeline with 5-layer cascade: - Layer 1: Florence analyze key mapping - Layer 2: Source-based routing (photography, IQA, composition) - Layer 3: Dictionary keyword matching with multi-category support - Layer 5: Uncategorized fallback Key features: - Expanded keyword dictionaries for 90%+ classification rate - Conflict resolution for mutually exclusive tokens - Subject detail subcategories (hair, eyes, face, body, clothing, skin) - Multi-category tokens (e.g., "looking at viewer" → action + eyes) Test results: Calvin Klein 90.8%, Saree 84.0%, Cupcake 83.9%, Landscape 77.8% 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
175 lines
8.9 KiB
JSON
175 lines
8.9 KiB
JSON
{
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"image_info": {
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"width": 409,
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"height": 512
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},
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"wd14": {
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"1girl": 0.995,
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"photorealistic": 0.976,
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"black hair": 0.968,
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"breasts": 0.956,
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"solo": 0.922,
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"long hair": 0.921,
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"asian": 0.912,
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"realistic": 0.907,
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"bracelet": 0.823,
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"jewelry": 0.805,
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"large breasts": 0.797,
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"looking at viewer": 0.787,
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"brown eyes": 0.729,
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"cosplay": 0.711,
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"sideboob": 0.675,
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"sensitive": 0.588
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},
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"pixai": {
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"1girl": 0.961,
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"realistic": 0.938,
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"photorealistic": 0.936,
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"solo": 0.934,
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"breasts": 0.893,
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"long hair": 0.883,
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"looking at viewer": 0.797,
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"asian": 0.781,
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"black hair": 0.767,
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"sideboob": 0.747,
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"3d": 0.706,
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"bracelet": 0.67,
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"jewelry": 0.643,
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"pinup \\(style\\)": 0.615,
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"lips": 0.61,
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"large breasts": 0.608,
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"red lips": 0.519,
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"toga": 0.493,
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"artist name": 0.441,
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"no bra": 0.415,
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"robe": 0.41,
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"armpits": 0.404,
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"brown eyes": 0.401,
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"very long hair": 0.392,
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"makeup": 0.376,
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"indian clothes": 0.359,
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"patreon username": 0.343,
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"web address": 0.341,
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"hand in own hair": 0.325,
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"plunging neckline": 0.321,
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"dress": 0.315,
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"red robe": 0.313
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},
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"joytag": {
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"1girl": 0.951,
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"black hair": 0.866,
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"solo": 0.819,
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"breasts": 0.802,
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"long hair": 0.794,
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"sideboob": 0.744,
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"photo (medium)": 0.737,
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"dress": 0.729,
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"red dress": 0.705,
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"indoors": 0.682,
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"watermark": 0.634,
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"looking at viewer": 0.621,
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"lips": 0.618,
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"bracelet": 0.616,
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"armpits": 0.578,
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"makeup": 0.568,
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"watch": 0.565,
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"blurry": 0.564,
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"fingernails": 0.556,
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"bare shoulders": 0.552,
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"no bra": 0.548,
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"blurry background": 0.534,
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"multicolored dress": 0.532,
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"large breasts": 0.532,
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"brown eyes": 0.531,
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"multicolored clothes": 0.506,
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"wristwatch": 0.502,
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"from side": 0.499,
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"strapless": 0.493,
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"bare arms": 0.492,
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"arm up": 0.487,
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"nose": 0.486,
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"closed mouth": 0.486,
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"standing": 0.479,
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"jewelry": 0.478,
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"web address": 0.475,
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"lipstick": 0.456,
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"smile": 0.448,
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"eyeshadow": 0.438,
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"hand up": 0.435,
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"depth of field": 0.433,
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"real life": 0.429,
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"wavy hair": 0.429,
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"cowboy shot": 0.428,
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"backless dress": 0.422,
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"door": 0.413,
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"strapless dress": 0.412,
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"two-tone dress": 0.405,
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"upper body": 0.405,
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"hand on own head": 0.401
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},
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"nudenet": {
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"nsfw content": 0.9,
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"female face": 0.873,
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"covered female breast": 0.767,
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"exposed armpits": 0.367,
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"covered belly": 0.346
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},
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"photography": {
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"black tones": 0.9,
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"neutral tones": 0.8,
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"vibrant colors": 0.85,
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"saturated": 0.8,
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"low key": 0.8,
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"dark": 0.75,
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"monochromatic": 0.85,
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"low contrast": 0.8,
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"slightly soft": 0.75,
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"bokeh": 0.6,
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"portrait orientation": 0.95,
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"vertical frame": 0.9,
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"low resolution": 0.8,
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"centered composition": 0.75,
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"centered framing": 0.75,
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"rule of thirds": 0.6,
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"photographic framing": 0.8,
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"photograph": 0.95,
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"photography": 0.9
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},
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"iqa": {
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"average aesthetic quality": 0.7,
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"excellent technical quality": 0.9,
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"professional quality": 0.85,
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"sharp and clean": 0.9,
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"excellent clarity": 0.85
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},
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"composition": {
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"vertical lines": 0.7,
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"strong linear elements": 0.75,
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"partial symmetry": 0.7,
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"elements at thirds": 0.75,
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"natural framing": 0.7
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},
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"saliency": {
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"subject on horizontal third": 0.75,
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"centered subject": 0.85,
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"central composition": 0.8
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},
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"fashion_yolov8": {
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"wearing clothing": 0.621
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},
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"fashion_yolos": {
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"wearing dress": 0.841,
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"carrying bag": 0.7
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},
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"fashion_segformer": {
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"upper clothing visible": 0.844,
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"wearing dress": 0.533
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},
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"florence_caption": "A photograph of a woman with long, straight black hair, wearing a red and white saree that is partially draped over her shoulder, exposing her bare shoulders and chest. She is standing in a dimly lit room with wooden walls and a warm, soft light source in the background. The woman has a confident and alluring expression, with her hands resting on her head. The image has a high-quality, professional feel with a focus on the woman's curves and the subtle lighting. The saree is a traditional Indian garment, with intricate patterns and a subtle sheen. The overall mood is sensual and intimate.",
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"florence_description": "A photoshoot from a side angle about a woman posing in a traditional Indian attire, showcasing her long black hair and a sensual expression. the image also shows a woman standing in the middle of the image, wearing a white and red saree with a red border, which is partially draped over her left shoulder, exposing her bare shoulders and a small amount of her bare chest. she is standing in a dimly lit room with wooden walls and a warm, soft light source, creating a cozy atmosphere. the woman has a confident and relaxed expression, with her right hand resting on her head and her left hand touching her hair. her long, straight black hair cascades down her back, framing her face and accentuating her features. her eyes are looking directly at the camera, with a subtle smile and a hint of a smile on her lips. her body is slim, and she is wearing minimal makeup, with no clothing or accessories to complete her look. the overall mood of the photo is sensual and intimate, with the woman's pose and expression conveying a sense of confidence and poise.",
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"florence_generate_tags": "1girl, solo, long hair, looking at viewer, smile, black hair, jewelry, bare shoulders, standing, brown eyes, ass, black eyes, nude, parted lips, indoors, bracelet, dark skin, sari, no bra, arm up, one breast out, red lips, sardar, arm behind head, red sari",
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"florence_mixed_caption": "A photoshoot from a side angle about a woman posing in a traditional Indian outfit, showcasing her long black hair and a sensual expression. the image also shows a woman standing in the middle of the frame, wearing a white and red saree with a red border, which is partially draped over her left shoulder, exposing her bare shoulders and partially exposing her chest. she is posing confidently with one hand on her head and the other hand resting on her hair, looking directly at the camera with a slight smile. the woman has a slim body and is wearing minimal makeup, with a subtle hint of pink lipstick on her lips. her long, straight black hair cascades down her back, framing her face and accentuating her natural beauty. the background is a dimly lit room with wooden walls and a warm, soft light source, creating a cozy atmosphere. the overall mood is sensual and intimate, with the woman's pose and expression conveying a sense of confidence and poise.\n\n1girl, solo, long hair, breasts, looking at viewer, black hair, jewelry, bare shoulders, standing, brown eyes, full body, black eyes, ass, earrings, nude, parted lips, indoors, bracelet, dark skin, lips, no bra, sari, arm up, no panties, one breast out, hair over shoulder, hair tie, red lips, saree, one shoulder, arm behind head, red sari",
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"florence_analyze": "camera_angle: portrait, art_style: photo realistic, location: indoor, background: dimly lit room with wooden walls and soft lighting, text: NA, distance_to_camera: full body, clothing: red and white saree, image_composition: middle, pants: NA;NA, accessory: NA: NA|NA, shoes: NA | action: posing, facing_direction: facing viewer;facing viewer, eye_direction : looking at viewer, facial_expression: confident, ear: NA>, eye_color: NA/NA, gender: 1woman, hair_color : black hair, hair style: long hair, race: light skin, body: slim",
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"florence_mixed_caption_plus": "A photoshoot from a side angle about a woman posing in a traditional Indian outfit, showcasing her long black hair and a sensual expression. the image also shows a woman standing in the middle of the frame, wearing a white and red saree with a red border, which is partially draped over her left shoulder, exposing her bare shoulders and partially exposing her chest. she is posing confidently with one hand on her head and the other hand resting on her hair, looking directly at the camera with a slight smile. the woman has a slim body and is wearing minimal makeup, with a subtle hint of pink lipstick on her lips. her long, straight black hair cascades down her back, framing her face and accentuating her natural beauty. the background is a dimly lit room with wooden walls and a warm, soft light source, creating a cozy atmosphere. the overall mood is sensual and intimate, with the woman's pose and expression conveying a sense of confidence and poise.\n\n1girl, solo, long hair, breasts, looking at viewer, black hair, jewelry, bare shoulders, standing, brown eyes, black eyes, ass, small breasts, black head, necklace, nude, parted lips, indoors, bracelet, lips, sari, no bra, arm up, one breast out, hair over shoulder, hair tie, saree, red lips, hand on own head, one shoulder, red sari"
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}
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