Goal: Create a clean technical architecture diagram explaining {argument name="model name" default="YOLOv13"} as a one-page educational slide, showing how an input image flows through Backbone, HyperACE, Neck, FullPAD, and Head detection outputs.
Canvas: Wide 16:9 landscape infographic on a white background, crisp vector style, thin colored outlines, rounded rectangles, arrowed connectors, and readable sans-serif text. Use a left-to-right pipeline with supplementary modules below the main path.
Layout: Start at far left with a small stacked thumbnail illustration labeled “Input Image (3, H, W)”, then an arrow into a large blue Backbone panel. Place the green Neck panel in the upper center, the purple Head panel on the right, HyperACE in the lower left-center, FullPAD in the lower center-right, and a boxed explanatory caption along the bottom.
Main pipeline sections and exact element counts:
- 1 Input Image stack at far left, shown as layered landscape photos.
- 1 Backbone panel titled “Backbone” with subtitle “(built from DS-C3k2 blocks)”. Inside it, show exactly 5 vertically stacked DS-C3k2 block boxes labeled B1, B2, B3, B4, B5. Put “/2” downsampling markers between each adjacent block, for exactly 4 downsampling labels. Add side output arrows: B1 and B2 go right and are labeled “B1 (unused)” and “B2 (unused)”; B3, B4, and B5 go right in blue and are labeled “B3 (C3, H/8, W/8)”, “B4 (C4, H/16, W/16)”, and “B5 (C5, H/32, W/32)”.
- 1 HyperACE module below the Backbone, orange outline, titled “HyperACE” with subtitle “(Hypergraph-based Adaptive Correlation Enhancement) Eq.8-11”. Inside it, include one dashed rounded note box saying “Models cross-scale and cross-position high-order and low-order correlations”. Blue lines from B3/B4/B5 feed into HyperACE. HyperACE outputs an orange arrow to a small orange 3D cube labeled “Y” and “Correlation-enhanced feature”.
- 1 Neck panel in the upper center, green outline, titled “Neck” with subtitle “(built from DS-C3k2 blocks)”. Inside it show exactly 6 DS-C3k2 block boxes arranged in a 2-column by 3-row grid. Use black arrows between blocks, with exactly 2 yellow upsample boxes labeled “↑ 2×” and exactly 2 purple downsample boxes labeled “↓ 2×”. Include 3 blue circular input junctions on the left edge of the Neck and 3 green/purple circular tunnel markers below or beside the grid.
- 1 FullPAD legend module below the Neck, red outline, titled “FullPAD” with subtitle “(Full-Pipeline Aggregation-and-Distribution) Eq.12-13”. Show exactly 3 legend rows: “Backbone–Neck tunnel (Backbone-to-Neck connection)” using blue dotted arrows and blue hollow circles; “In-Neck tunnel (the internal layers of the Neck)” using green dotted arrows and green hollow circles; “Neck–Head tunnel (Neck-to-Head connection)” using purple dotted arrows and purple hollow circles. Connect the cube feature into FullPAD with an orange arrow, and draw dotted blue/green/purple tunnel routes upward and rightward to the Neck and Head.
- 1 Head panel on the right, purple outline, titled “Head” with subtitle “(Detect x3)”. Inside it show exactly 3 vertically stacked Detect boxes: “Detect (stride 8)”, “Detect (stride 16)”, and “Detect (stride 32)”. Each receives one arrow from the Neck and outputs to the right as H3, H4, H5 with labels “H3 (scale 1/8)”, “H4 (scale 1/16)”, and “H5 (scale 1/32)”.
Color coding: Backbone lines and panel in blue, Neck in green, Head in purple, HyperACE in orange, FullPAD outline in red. Main arrows are solid; FullPAD tunnels are dotted/dashed with hollow circular nodes. Use subtle pastel fills for module boxes.
Bottom caption: Add one wide rounded rectangle spanning the lower width. Text: “Classic YOLO is a one-directional Backbone → Neck → Head pipeline.” Then on the next line: “{argument name="model name" default="YOLOv13"} adds HyperACE and FullPAD on top of it to enhance feature representation and information flow.” Color the words Backbone blue, Neck green, Head purple, HyperACE orange, and FullPAD red.
Constraints: Keep all labels legible, align sections neatly, preserve the exact counts of blocks and detect heads, avoid extra modules, avoid photorealism except for the small input image thumbnail, and do not add a watermark.
Using the uploaded photo, create a 3:4 vertical poster split into top and bottom halves that touch seamlessly, with no white line, gap, or border between them.
Top: the original photo, full-bleed.
Bottom: a warm off-white textured paper background. The main subject is cut out, enlarged, and centered. Behind it, a thin horizontal rectangle shows a blurred crop of the original scene, and the subject breaks out of the frame (3D pop-out). The subject's base fades softly into the paper with natural particles, shadow, or reflection. Add small uppercase serif text in light grey with wide spacing: 3 short poetic lines at top-left and 2 lines with a "—" at bottom-right. Minimal gallery-poster style, photorealistic.
Create a premium 3:4 vertical photography and impasto oil painting comparison poster using the uploaded photograph.
### LAYOUT
Divide the canvas into two perfectly equal horizontal sections (50/50):
- Top: Original photograph.
- Bottom: Artistic impasto oil painting interpretation.
Both sections must connect directly with a clean horizontal boundary, without gaps, gradients, or overlapping.
### TOP SECTION — PHOTOGRAPHY
Preserve the original subject's identity, quantity, pose, proportions, silhouette, details, composition, perspective, lighting, and natural colors. Apply only subtle premium color grading. Do not redraw, distort, duplicate, reposition, or alter the subject. No text or decorations.
### BOTTOM SECTION — ARTISTIC INTERPRETATION
Reimagine the same subject as a sculptural impasto oil painting micro-landscape. Use thick layered paint, palette-knife textures, handcrafted forms, raised edges, and expressive brushstrokes.
Keep the subject recognizable, centrally or slightly off-center, surrounded by generous warm-white negative space. Introduce a single color band inspired by the original photograph, transformed into a ground, water, pathway, or abstract landscape element.
### COLORS & TEXTURES
Extract a harmonious, limited color palette from the original photograph. Preserve the subject's natural color character while adding subtle brightness and luminosity. Use rich paint textures selectively, with refined subject details and delicate matte paper texture.
### TYPOGRAPHY
Add a short, elegant English title and one small supporting line within the lower section's negative space. Use thin, minimal typography. Generate text based on the actual subject or mood. Avoid invented dates, locations, logos, signatures, and unnecessary annotations.
### AESTHETIC
Quiet, minimal, sophisticated, and editorial. Create a collectible fine-art publication aesthetic through negative space, sculptural depth, material textures, and balanced composition.
### AVOID
Photo collages, altered subjects, unrelated scenes, illustrated photography, extra title bars, clutter, excessive decorations, incorrect text, watermarks, cartoon styles, neon colors, oversaturation, muddy tones, plastic-looking 3D, and cheap CGI.
A nostalgic, vintage-style photograph of a young woman sitting in a lush green field. She has short, dark bobbed hair with bangs and is looking down with a pensive, melancholic expression. She wears a black, long-sleeved top with a deep V-neckline featuring ruffled edges. The background shows a vast expanse of tall grass or crops stretching toward distant hills under a clear sky. The image has a distinct retro aesthetic, characterized by film grain, warm color tones, scratches, and dust spots typical of old analog photography from the Showa era.
A vintage-style photograph of a young woman sitting in a retro Showa-era cafe. She has dark hair tied back with loose strands framing her face, wearing round wire-rimmed glasses and a delicate floral sundress under an off-the-shoulder white cardigan. She is holding a small pastry up to her mouth, looking directly at the camera with a soft, candid expression. In front of her on the wooden table sits a cup of black coffee in a patterned ceramic cup and saucer, along with a sugar dispenser. The background features warm wood paneling, shelves with glassware, and another patron blurred out, creating a nostalgic atmosphere. The image has a grainy film texture, faded colors, and light leaks typical of 1970s Japanese photography.
Transform the uploaded reference image into a charming, whimsical 2D storybook illustration while preserving the original image’s exact composition, camera angle, perspective, framing, subject identity, facial features, hairstyle, pose, clothing, proportions, expressions, and all object placements. Do not redesign, remove, or rearrange any elements. Keep the main subject photorealistic or softly realistic, while transforming the surrounding background into a delicate hand-drawn illustration.
Create a beautiful mixed-media aesthetic combining realistic photography with minimal black-ink doodles on a warm cream-colored textured paper background. Add cute hand-drawn decorative elements inspired by the scene, such as tiny flowers, stars, snowflakes, butterflies, trees, hearts, grass, little characters, animals, and playful illustrations. Keep the doodles simple, delicate, and naturally arranged around the subject without covering important details.
Use a soft pastel and warm earthy color palette, subtle paper grain, pencil-like sketch marks, fine imperfect black outlines, and a cozy vintage journal aesthetic. Add elegant handwritten cursive text that complements the scene, with small arrows, decorative lines, hearts, and playful annotations.
The final result should look like a creative scrapbook page, a nostalgic illustrated diary, and a beautiful lifestyle editorial combined. Maintain the original subject as the main focus, with a clean cream background and balanced negative space.
Style: Mixed-media photography, hand-drawn doodle art, vintage scrapbook, cozy illustrated journal, minimalist ink sketches, textured cream paper, whimsical storybook aesthetic.
High-quality details, natural lighting, beautiful composition, vertical 9:16 format.
STYLE AND COMPOSITION: Create an ultra-realistic, photorealistic, cinematic fantasy portrait in a vertical 9:16 composition. A beautiful young adult woman sits gracefully on a minimalist white cylindrical stool in a softly illuminated modern interior. She wears a light-blue button-up shirt with rolled-up sleeves, fitted blue denim jeans, and clean white sneakers. Her long, voluminous dark-brown wavy hair cascades naturally over her shoulders. Her makeup is soft and natural, with realistic skin texture, delicate facial features, and a gentle, dreamy expression.
MAIN SUBJECT — POSE AND EXPRESSION: The woman sits with her legs crossed elegantly, her torso slightly turned toward the right. She gazes upward with wonder and affection at a miniature version of herself floating above her hands. Both arms extend forward, with her palms open and gently cupped as if magically supporting the tiny figure. Her fingers are naturally positioned, anatomically correct, and delicately illuminated by the golden glow.
MINIATURE SELF — HIGHEST PRIORITY: A perfectly recognizable miniature duplicate of the same woman floats approximately 20–30 centimeters above her open palms. The tiny figure has the same facial features, hairstyle, skin tone, blue button-up shirt, fitted jeans, and white sneakers as the seated woman. Show the miniature woman in a full-body view, hovering weightlessly with her arms slightly extended outward, legs gently crossed at the ankles, and head tilted gracefully upward. Her expression is peaceful and joyful. The miniature must appear three-dimensional, realistically proportioned, and physically integrated into the scene, with no visible platform, strings, or support.
MAGICAL EFFECTS: Surround the floating miniature with delicate golden sparkles, glowing particles, tiny luminous stars, and elegant circular ribbons of warm golden light spiraling around her body. Add fine glitter trails and subtle lens flares, with the brightest golden glow concentrated around the miniature’s silhouette and feet. The light softly illuminates the woman’s hands, face, hair, and clothing. Keep the magical effects elegant, ethereal, and realistic rather than cartoonish.
BACKGROUND AND LIGHTING: A warm taupe-gray interior wall with strong natural sunlight entering from a large off-camera window on the left. Distinct geometric window-frame shadows stretch diagonally across the wall and pale floor, creating a sophisticated architectural pattern. Soft afternoon sunlight, warm rim lighting around the woman’s hair, gentle shadows, natural skin highlights, and a creamy neutral color palette. A subtle shallow depth of field adds cinematic depth without obscuring either subject.
CAMERA AND QUALITY: Full-body environmental portrait, vertical composition, slightly low camera angle, 50mm portrait lens, f/2.8, realistic perspective, balanced framing, professional fashion photography, high dynamic range, lifelike skin pores, individual hair strands.
