<h1 id="halter-embellished-peplum-top">Halter Embellished Peplum Top</h1><p><strong>Trigger word:</strong><br /><code>halter_embellished_peplum_top</code></p><p><strong>Recommended weight:</strong><br /><code>0.60 – 0.70</code></p><p><strong>Best starting weight:</strong><br /><code>0.70</code></p><p><strong>Recommended epoch:</strong><br />Epoch 4<br /><code>halter-embellished-peplum-top-000004.safetensors</code></p><hr /><h2 id="description">Description</h2><p><strong>Halter Embellished Peplum Top</strong> is a clothing LoRA designed to create an embellished halter-style peplum blouse with a deep halter neckline, decorative beading/rhinestone-style details, gathered bodice, and flared peplum lower panel.</p><p>This LoRA was trained on a carefully curated set of approximately 40 images, including front views, side views, back views, 3/4 views, hanger shots, flat-lay/product images, detail shots, and multiple colorways.</p><p>The LoRA has learned the garment well, but it requires good prompting because some Pony-based checkpoints may try to reinterpret the concept as a bikini top, bralette, halter bra, crop top, or two-piece outfit. For best results, use simple booru-style tags and clearly describe the garment as a <strong>one-piece blouse with an attached peplum</strong>.</p><hr /><h2 id="important-prompting-notes">Important Prompting Notes</h2><p>This LoRA works best when you <strong>repeat the trigger word twice</strong>:</p><pre><code>halter_embellished_peplum_top, halter_embellished_peplum_top
</code></pre><p>The most reliable prompt structure is:</p><pre><code>halter_embellished_peplum_top, halter_embellished_peplum_top,
one-piece blouse, attached peplum, full peplum, long peplum, hip length peplum,
halter neckline, embellished neckline, fitted bodice, flared lower panel
</code></pre><p>Use this when you want the cleaner blouse version:</p><pre><code>(longline halter peplum blouse:1.3), (attached peplum hem:1.4), (top extends below waist:1.3), (hem covers waistband:1.3), (peplum overlaps pants:1.2)
</code></pre><hr /><h2 id="common-problems-and-fixes">Common Problems and Fixes</h2><h3 id="problem:-it-turns-into-a-bra-or-bikini-top">Problem: It turns into a bra or bikini top</h3><p>Add this to the negative prompt:</p><pre><code>bra, bralette, bikini, swimsuit, swimwear, lingerie, halter bra, sports bra, bandeau
</code></pre><p>Also strengthen the positive prompt:</p><pre><code>(one-piece blouse:1.3), (attached peplum:1.4), (full peplum:1.4), (longline halter peplum blouse:1.3)
</code></pre><hr /><h3 id="problem:-it-becomes-a-crop-top">Problem: It becomes a crop top</h3><p>Add this to the negative prompt:</p><pre><code>crop top, cropped shirt, short top, visible navel, bare midriff, exposed stomach, top above waistband, hem above waistband
</code></pre><p>Add this to the positive prompt:</p><pre><code>(top extends below waist:1.35), (hem covers waistband:1.35), (peplum overlaps pants:1.25)
</code></pre><hr /><h3 id="problem:-it-becomes-a-two-piece-outfit-or-skirt-set">Problem: It becomes a two-piece outfit or skirt set</h3><p>Add this to the negative prompt:</p><pre><code>two-piece outfit, matching skirt, separate skirt, skirt set, detached peplum, separate peplum, peplum skirt
</code></pre><p>Add this to the positive prompt:</p><pre><code>one-piece blouse, attached lower panel, attached peplum, continuous garment
</code></pre><hr /><h3 id="problem:-the-peplum-is-too-short-or-missing">Problem: The peplum is too short or missing</h3><p>Add:</p><pre><code>(full peplum:1.4), (long peplum:1.3), (hip length peplum:1.3), (flared lower panel:1.3)
</code></pre><p>Avoid vague prompt language like:</p><pre><code>halter top, cute summer top, beachwear, festival outfit
</code></pre><p>Those phrases can push the checkpoint toward existing bikini/crop-top concepts.</p><hr /><h2 id="best-use">Best Use</h2><p>This LoRA is best for:</p><pre><code>fashion photography
catalog photos
boutique clothing images
studio lookbook images
product-style garment shots
front, side, back, and 3/4 clothing views
halter blouse outfits
embellished summer tops
</code></pre><p>It works especially well with:</p><pre><code>high waisted jeans
tailored trousers
white pants
black pants
denim shorts
neutral studio backgrounds
boutique interiors
soft natural light
fashion catalog photography
</code></pre><hr /><h2 id="recommended-base-prompt">Recommended Base Prompt</h2><pre><code>score_9, score_8_up, score_7_up, source_realistic, best quality, highres,
halter_embellished_peplum_top, halter_embellished_peplum_top,
1girl, adult woman, solo, full body, standing, front view, looking at viewer,
(one-piece blouse:1.3), (longline halter peplum blouse:1.35), (attached peplum:1.4), (attached lower panel:1.3), (full peplum:1.4), (long peplum:1.3), (hip length peplum:1.3),
(top extends below waist:1.35), (hem covers waistband:1.35), (peplum overlaps pants:1.25),
halter neckline, embellished neckline, embellished trim, fitted bodice, flared lower panel,
high waisted pants, fashion catalog photo, neutral studio background, soft lighting, detailed fabric texture
</code></pre><h3 id="recommended-negative-prompt">Recommended Negative Prompt</h3><pre><code>score_4, score_3, lowres, worst quality, low quality, normal quality, blurry, jpeg artifacts, watermark, text, logo, signature,
bad anatomy, bad hands, extra fingers, missing fingers, deformed hands,
bra, bralette, bikini, swimsuit, swimwear, lingerie, halter bra, sports bra, bandeau,
crop top, cropped shirt, short top, visible navel, bare midriff, exposed stomach, underboob, cleavage focus,
two-piece outfit, matching skirt, separate skirt, skirt set, detached peplum, separate peplum, peplum skirt,
dress, bodysuit, corset, apron, open front top, cutout top,
missing peplum, short peplum, top above waistband, hem above waistband,
duplicate person, multiple women
</code></pre><hr /><h2 id="original-anchor-style-prompt">Original Anchor-Style Prompt</h2><p>Use this when you want the image closer to the original fashion reference, with a more open front and shorter peplum:</p><pre><code>score_9, score_8_up, score_7_up, source_realistic, highres, best quality, realistic photo,
halter_embellished_peplum_top, halter_embellished_peplum_top,
1girl, adult woman, blonde woman, light skin, blue eyes, natural makeup, freckles,
blonde hair, center part, loose low bun, loose face-framing strands,
silver hoop earrings, delicate silver necklace, cross pendant,
taupe halter peplum top, khaki halter top, embellished halter top,
deep v neckline, plunging neckline, open center front, front tie detail,
beaded embellishments, rhinestone embellishments, floral bead pattern,
embroidered trim, gathered empire waist, ruched underbust seam,
loose flared peplum, short peplum hem, lightweight cotton fabric,
sleeveless, bare shoulders, halter straps, backless halter style,
light denim shorts, high waisted denim shorts, frayed hem shorts,
one hand in pocket, arms behind back, relaxed pose,
waist-up portrait, fashion product photo, catalog photo, neutral beige background,
soft natural light, clean editorial styling, sharp fabric detail
</code></pre><p>Negative prompt for original-anchor style:</p><pre><code>lowres, worst quality, low quality, blurry, jpeg artifacts, watermark, text, logo, signature,
bad anatomy, bad hands, extra fingers, missing fingers, deformed hands, distorted face,
cartoon, anime, illustration, 3d render, plastic skin,
dress, skirt, pants, long jeans, bodysuit, corset, sweater, jacket, blazer,
plain fabric, no embellishment, missing beads, missing rhinestones,
high neck, crew neck, turtleneck, sleeves, long sleeves,
closed front, buttoned shirt, oversized shirt,
dark background, harsh flash, dramatic shadows
</code></pre><p>Important: for the original-anchor style, <strong>do not use</strong> heavy negatives like <code>bare midriff</code>, <code>visible navel</code>, or <code>open front top</code>, because the original reference itself has an open center and shorter peplum.</p><hr /><h2 id="gallery-prompt-examples">Gallery Prompt Examples</h2><h3 id="clean-front-view">Clean front view</h3><pre><code>score_9, score_8_up, score_7_up, source_realistic, best quality, highres,
halter_embellished_peplum_top, halter_embellished_peplum_top,
1girl, adult woman, solo, full body, standing, front view, looking at viewer,
one-piece blouse, attached peplum, full peplum, long peplum, hip length peplum,
halter neckline, embellished neckline, fitted bodice, flared lower panel,
white embellished halter peplum blouse, high waisted black trousers,
studio fashion photo, neutral background, soft lighting, detailed fabric
</code></pre><h3 id="casual-jeans-version">Casual jeans version</h3><pre><code>score_9, score_8_up, score_7_up, source_realistic, best quality, highres,
halter_embellished_peplum_top, halter_embellished_peplum_top,
1girl, adult woman, solo, full body, standing, three-quarter view, hand on hip,
one-piece blouse, attached peplum, full peplum, long peplum, hip length peplum,
halter neckline, embellished trim, fitted waist, flared peplum hem,
blue jeans, high waisted jeans, casual fashion lookbook, soft natural light
</code></pre><h3 id="side-view-silhouette">Side-view silhouette</h3><pre><code>score_9, score_8_up, score_7_up, source_realistic, best quality, highres,
halter_embellished_peplum_top, halter_embellished_peplum_top,
1girl, adult woman, solo, side view, standing profile, arms relaxed,
one-piece blouse, attached peplum, full peplum, long peplum, hip length peplum,
halter neckline, embellished neckline, fitted bodice, flared lower panel,
simple pants, neutral studio background, fashion catalog photo
</code></pre><h3 id="back-view-proof">Back-view proof</h3><pre><code>score_9, score_8_up, score_7_up, source_realistic, best quality, highres,
halter_embellished_peplum_top, halter_embellished_peplum_top,
1girl, adult woman, solo, full body, back view, looking over shoulder,
one-piece blouse, attached peplum, full peplum, long peplum, hip length peplum,
halter back, embellished straps, fitted waist, flared peplum back,
white trousers, studio backdrop, editorial fashion photo
</code></pre><h3 id="product-hanger-shot">Product hanger shot</h3><pre><code>score_9, score_8_up, score_7_up, source_realistic, best quality, highres,
halter_embellished_peplum_top, halter_embellished_peplum_top,
no humans, no model, solo garment, clothing on hanger, centered composition,
one-piece blouse, longline halter peplum blouse, attached peplum, attached lower panel,
full peplum, long peplum, hip length peplum,
halter neckline, embellished neckline, embroidered trim, fitted bodice, flared hem,
front view of garment, catalog product photo, plain light background, soft even lighting
</code></pre><hr /><h2 id="color-prompting">Color Prompting</h2><p>The LoRA can produce multiple colorways, but color may drift depending on checkpoint and prompt strength.</p><p>Use simple color phrases:</p><pre><code>white embellished halter peplum blouse
taupe embellished halter peplum blouse
sage green embellished halter peplum blouse
pale blue embellished halter peplum blouse
red embellished halter peplum blouse
black embellished halter peplum blouse
</code></pre><p>For stronger color control:</p><pre><code>(red embellished halter peplum blouse:1.3), (red fabric:1.2)
</code></pre><p>If the color keeps changing, add unwanted colors to the negative prompt:</p><pre><code>white fabric, beige fabric, blue fabric, green fabric
</code></pre><p>For example, if you want red:</p><pre><code>(red embellished halter peplum blouse:1.35), red fabric, red top
</code></pre><p>Negative:</p><pre><code>white top, beige top, blue top, green top, black top
</code></pre><hr /><h2 id="lora-tips">LoRA Tips</h2><ul><li><p>Use the trigger word twice.</p></li><li><p>Start at weight <code>0.70</code>.</p></li><li><p>Drop to <code>0.60–0.65</code> if the garment overwhelms the outfit or becomes too repetitive.</p></li><li><p>Use simple booru-style tags.</p></li><li><p>Avoid long descriptive prose like “cute summer beachwear halter top.”</p></li><li><p>Avoid “bikini,” “beach,” “swimsuit,” or “festival outfit” unless you intentionally want the model to drift that way.</p></li><li><p>Use <code>one-piece blouse</code>, <code>attached peplum</code>, and <code>attached lower panel</code> for better garment structure.</p></li><li><p>Use <code>hem covers waistband</code> and <code>peplum overlaps pants</code> when you want the top to avoid looking cropped.</p></li><li><p>Use high-waisted pants or jeans to help the model understand where the top ends.</p></li><li><p>Product-only prompts work, but use <code>no humans, no model, solo garment, clothing on hanger</code>.</p></li><li><p>If you want the original reference look, allow <code>open center front</code>, <code>deep v neckline</code>, and <code>short peplum hem</code>.</p></li><li><p>If you want the cleaner blouse look, negative prompt <code>visible navel</code>, <code>bare midriff</code>, and <code>crop top</code>.</p></li></ul><hr /><h2 id="known-limitations">Known Limitations</h2><p>This LoRA was trained from a real garment that has a halter neckline, open/plunging front, gathered bodice, and peplum shape. Because of that, some checkpoints may confuse it with nearby concepts such as:</p><pre><code>halter bra
bralette
bikini top
crop top
two-piece outfit
romper
halter dress
</code></pre><p>This is not necessarily a training failure. The garment is learned, but the checkpoint sometimes needs strong prompt guidance.</p><p>For best results, be explicit:</p><pre><code>one-piece blouse, attached peplum, attached lower panel, full peplum
</code></pre><p>and negative prompt the unwanted nearby concepts.</p><hr /><h2></h2><p></p>

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