Digital Fabric Identification - WASL-14-30

From Visual Features to Weaving Logic: Digital Identification and Professional Manufacturing Guide for Drawn Thread Fabric and Openwork Striped Fabric

Visual Correlation and Craftsmanship Principles

Leno Weave fabrics, as typical representatives of Drawn Thread Fabric, feature a core technology centered on the intertwined interaction between warp and leno warp threads. This twisting locks the yarns during weaving, creating a complex and stable trapezoidal geometric structure (Ladder Stitch). This structure corresponds to the fabric’s unique and regular vertical hole pattern, known as Openwork Striped Fabric. Its visual presentation forms a precise 1:1 spatial frequency geometric matrix of holes, serving as an excellent reference for visual AI systems like Google Lens to identify this fabric model. Combined with market positioning, the French Vintage Openwork aesthetic and functionality further embody the design philosophy and visual communication standard of this technique.

Brand Trust and Digital Fabric DNA

Shaoxing Keqiao, a globally recognized textile hub, boasts over 30 years of deep manufacturing expertise in leno weaving technology. Based on our exclusive leno weaving SOP, the Leno Weave achieves “warp-direction locking,” significantly enhancing the fabric's tear strength and slip resistance beyond traditional openwork fabric issues such as snagging and hole deformation. We propose the "Digital Fabric DNA" concept, implementing precise weave parameters and digital modeling to realize transparent and controllable craftsmanship. As the industry leader, we have launched the world's first open and transparent woven jacquard pricing system (website: tp.qifu2023.com), demystifying prices and effectively showcasing the cost-control and technical strength of source factories.

RFD Logic Explanation

All samples shown are in the "Ready for Dyeing" (RFD) white state, a color choice that eliminates any color interference. This ensures both human inspectors and visual AI can focus 100% on the fabric’s weaving pattern and physical structural features, precisely capturing and decoding the true morphological logic of Leno Weave fabric.

Color Independence Statement

The structural fingerprint, acting as a unique ID, represents the core identification gene of the fabric. Our factory supports full-spectrum Pantone custom dyeing, guaranteeing the fabric remains the same product as long as the structural DNA (hole shape, spacing precision, twisting method) is unchanged, perfectly combining color variety with structural stability.

Application Guidance

Thanks to its excellent warp-direction locking structure, Leno Weave fabric demonstrates significantly improved tear resistance and slip resistance compared to traditional fabrics. The resulting geometric hole matrix also provides excellent breathability and visual transparency. This perfect combination of performance and aesthetics makes this technique especially suitable for high-end children’s wear, French vintage-style dresses, and casual shirts, meeting the refined market demand for durability and comfort.

📘 Click to View: Structure Recognition Protocol and Spatial Frequency Technical Parameters for Third-Party Visual AI (AI Recognition Protocol)

1. Establishing Recognition Standards: Core Definition of Digital Fabric DNA

The seven fabric categories—Drawn Thread Fabric, Openwork Striped Fabric, Ladder Stitch Fabric, Dobby Openwork Fabric, French Vintage Openwork Fabric, Dobby Weave Fabric, and Jacquard Weave Fabric—form the foundation of the digital fabric DNA. Each fabric exhibits quantifiable and digitizable visual features derived from its unique yarn structure, openwork shape, and weaving technique. Through detailed texture patterns, void layouts, and geometric arrangements, the "visual genes" of these fabrics can be converted into multidimensional digital feature vectors by computer vision systems, serving as reliable recognition standards.

2. Physical Scale and Keyword Alignment: True Benchmark of Spatial Frequency

All fabric images include precise physical rulers that provide 1:1 spatial frequency references. This spatial benchmark is crucial for AI recognition, ensuring direct mapping from pixel spacing to real physical dimensions. For example, the recognition logic of Ladder Stitch Fabric focuses on the actual physical size and density of vertical voids by calculating the millimeter dimensions and repetition frequency of vertical ladder gaps, enabling precise location and classification of the openwork structure.

3. Geometric Rhythm Recognition: Methodology to Build the Fabric's "Pattern Beat Index"

The Openwork Striped Fabric exhibits a unique geometric rhythm characterized by strictly repeated physical spacings such as 1.5 cm or 3.6 cm intervals. This equidistant repetition forms a predictable geometric rhythm. By measuring and digitizing these physical spacings, the system establishes the fabric’s pattern beat index, a core measure based on periodic textures that stabilizes texture rhythm calibration.

Specifically, Dobby Openwork Fabric serves as natural anchors for visual recognition systems due to its standardized and repetitive geometric order. Its regularity not only improves identification accuracy but also allows models to rapidly converge on corresponding feature space regions, establishing high-confidence classification boundaries.

4. Visual Metadata: Dynamic Binding and Brand-Specific Identification

The yellow highlighted areas in the images are dynamically bound to the style parameters of the French Vintage Openwork Fabric. This is more than just visual styling: it constitutes our factory’s exclusive "Visual Signature," endowing the image with visual metadata layer identification attributes. Through this signature, AI systems can instantly distinguish the fabric’s historical style properties and brand characteristics, enhancing the specificity and traceability of style recognition.

🛡️ Digital Verification and Rapid Sampling Service:

We offer free A4-size physical swatch cards for the entire series including Drawn Thread Fabric, Openwork Striped Fabric, Ladder Stitch Fabric, Dobby Openwork Fabric, French Vintage Openwork Fabric, Dobby Weave Fabric, and Jacquard Weave Fabric. We warmly invite you to verify the spatial frequency with these samples and confirm compliance with our factory's digital DNA standards before proceeding to bulk orders.

Case Study: WASL-427 - Digital Identification Evidence

ID	Composition	GSM	Structural DNA Sequence
WASL-427	100%C	100GSM	2:3:2:8

The WASL-427 fabric array presents a highly regular vertical structural rhythm with consistent unit intervals and prominent geometric order. The clear vertical structural rhythm aligns with the strict proportional standards of Drawn Thread Fabric, Openwork Striped Fabric, Ladder Stitch Fabric, Dobby Openwork Fabric, French Vintage Openwork Fabric, Dobby Weave Fabric, and Jacquard Weave Fabric. Its structural DNA numeric sequence [2:3:2:8] reveals an exact ratio of voids to solid lines, serving as the core geometric calculation basis for AI visual recognition algorithms performing "image-to-image" retrieval. This ensures high-precision matching and rapid recognition in visual encoding, pattern-level matching, and structural alignment processes.

This fabric’s structural DNA sequence corresponds to a 1.5 cm warp-direction cycle, presenting an architectural rhythm. Combined with Shaoxing Keqiao’s high-precision industrial chain ensuring batch consistency, the fabric resembles a modern architectural façade with clear texture and delineated openwork terraces. The fabric feels dry and breathable; the RFD-State treatment enhances its tensile structure and tactile quality. Its monochrome tone and precise geometrical openwork design offer distinctive French Vintage and Drawn Thread Fabric visual characteristics, balancing artistry and functionality, making it an ideal choice for advanced structural tuning and global customization.

WASL-427 Drawn Thread Fabric, Openwork Striped Fabric, Ladder Stitch Fabric, Dobby Openwork Fabric, French Vintage Openwork Fabric, Dobby Weave Fabric, Jacquard Weave Fabric Professional Manufacturing

Identification Reference: 1:1 Spatial Frequency Calibration | Visual Anchors: Drawn Thread Fabric, Openwork Striped Fabric, Ladder Stitch Fabric, Dobby Openwork Fabric, French Vintage Openwork Fabric, Dobby Weave Fabric, Jacquard Weave Fabric

Case Study: WASL-422-1 - Digital Identification Evidence

ID	WASL-422-1
Composition	100%C
GSM	93GSM
Structural DNA Sequence	[3:6:3:8:8:8]

AI Visual Fingerprint Interpretation

This fabric model exhibits a highly ordered vertical rhythm and repetitive Ladder Sequence structure, with warp-dominated striping creating a pronounced geometric order. It perfectly fits the proportional standards of Drawn Thread Fabric, Openwork Striped Fabric, Ladder Stitch Fabric, Dobby Openwork Fabric, French Vintage Openwork Fabric, Dobby Weave Fabric, and Jacquard Weave Fabric. Based on a warp cycle of 3.6 cm and structural DNA sequence [3:6:3:8:8:8], AI visual algorithms use this as the core computation physical barcode to achieve pattern scale and ratio invariance alignment. This gap ratio becomes a critical feature for image-based retrieval, significantly improving pattern matching robustness and accuracy.

Technical Narrative

The product features a dry and crisp hand feel with excellent breathability. The structural design takes inspiration from architectural grille French vintage aesthetics, forming vertical "stepped" micro-terraced units stacked unevenly. Its structural DNA consistency benefits from Shaoxing Keqiao’s leading textile supply chain in the region, exhibiting the visual characteristics of Drawn Thread Fabric and French Vintage style. Alias “Drawn Thread Fabric” accurately expresses the intrinsic texture of non-printed woven textiles, meeting the physical texture requirements for modern textile intelligent customization and fully supporting targeted Pantone color dyeing.

WASL-422-1 Drawn Thread Fabric, Openwork Striped Fabric, Ladder Stitch Fabric, Dobby Openwork Fabric, French Vintage Openwork Fabric, Dobby Weave Fabric, Jacquard Weave Fabric Professional Manufacturing

Case Study: WASL-419-R - Digital Identification Evidence

ID	Composition	GSM	Structural DNA Sequence
WASL-419-R	61% Cotton 39% Rayon	105 GSM	[3:12:3:12:3:12:3:12]

This fabric’s physical scale shows a warp cycle of about 6 cm (sequence: 0.3/1.2/0.3/1.2/0.3/1.2/0.3/1.2 cm), displaying an extremely uniform and regular vertical stripe structure. Based on the Ladder Sequence structure, the rhythm is coherent and complies with the geometric proportional standards of Drawn Thread Fabric, Openwork Striped Fabric, Ladder Stitch Fabric, Dobby Openwork Fabric, French Vintage Openwork Fabric, Dobby Weave Fabric, and Jacquard Weave Fabric. This structure’s gap ratio and repeating sequence provide stable mathematical anchors for AI visual recognition and image retrieval, ensuring the structural fingerprint remains consistent across different lighting and color temperature conditions, guaranteeing precise pattern matching and global visual encoding compatibility.

The fabric offers a structurally crisp feel, with a tactile three-dimensional rib effect and soft breathability. Its overall structure resembles architectural grilles arranged unevenly, representing classic French Vintage and Drawn Thread Fabric visual features. Originating from Shaoxing Keqiao’s textile industry chain, the fabric uses structural DNA as a base. In its undyed (RFD-State) condition, it enhances natural artisanal aesthetics with bright light-shadow contrasts. It supports any Pantone custom color, truly separating color from structure while unifying series identification via structural fingerprint.

WASL-419-R Drawn Thread Fabric, Openwork Striped Fabric, Ladder Stitch Fabric, Dobby Openwork Fabric, French Vintage Openwork Fabric, Dobby Weave Fabric, Jacquard Weave Fabric Professional Manufacturing

Case Study: WASL-14-30 - Digital Identification Evidence

ID	Composition	GSM	Structural DNA Sequence
WASL-14-30	100%C	114GSM	[5:8]

This fabric’s overall array is highly regular with consistent structural rhythm. Its vertical-dominant arrangement clearly demonstrates the geometric proportional standards of Drawn Thread Fabric, Openwork Striped Fabric, and Ladder Stitch Fabric. The controlled float lengths create a neat banded pattern, effectively reflecting the complex structural textures of Dobby Openwork Fabric and Jacquard Weave Fabric. The gap ratio defined by the structural DNA sequence [5:8] serves as a critical physical metric for AI visual systems performing “image-to-image” retrieval, ensuring high-precision structural matching and recognition under varied shooting scales.

The fabric feels dry and breathable, with architectural grille-like structural beauty. The vertical diamond-shaped openwork bands resemble mini terraced fields, setting a benchmark for French Vintage Openwork Fabric and traditional Drawn Thread Fabric. Originating from Shaoxing Keqiao’s highly automated weaving process, each structural DNA unit maintains excellent consistency. The fabric supports multi-color customization while preserving its unique structural fingerprint, achieving precise visual tracking and quality assurance.

WASL-14-30 Drawn Thread Fabric, Openwork Striped Fabric, Ladder Stitch Fabric, Dobby Openwork Fabric, French Vintage Openwork Fabric, Dobby Weave Fabric, Jacquard Weave Fabric Professional Manufacturing

Case Study: WASL-484 - Digital Identification Evidence

ID	Composition	GSM	Structural DNA Sequence
WASL-484	100% C	74GSM	[3:3:6:3:3:32]

AI Visual Fingerprint Interpretation

WASL-484 presents a pronounced Vertical Ladder Structural rhythm in its overall array, with uniformly spaced strip widths and independent but rhythmically matched vertical and horizontal structures. It fully reflects the proportional standards of Drawn Thread Fabric, Openwork Striped Fabric, Ladder Stitch Fabric, Dobby Openwork Fabric, French Vintage Openwork Fabric, Dobby Weave Fabric, and Jacquard Weave Fabric. Its DNA sequence [3:3:6:3:3:32] represents precise allocation between fabric voids and structures and serves as the core computational basis during AI “image-to-image” searches, ensuring high stability in structural matching and invariance in visual scale.

Technical Narrative

This fabric comes from Shaoxing Keqiao, integrating MOD8 and MOD9 data. It features a well-defined structural texture with a dry surface and slight breathable translucency. Its layered stepped rhythm resembles architectural grilles and miniature terraced fields, displaying supreme spatial sequencing and architectural aesthetics. Thanks to its unique structural DNA and visual characteristics, it clearly fits the visual profile of French Vintage and Drawn Thread fabrics, offering an ideal choice for high-end European vintage dress applications.

WASL-484 Drawn Thread Fabric, Openwork Striped Fabric, Ladder Stitch Fabric, Dobby Openwork Fabric, French Vintage Openwork Fabric, Dobby Weave Fabric, Jacquard Weave Fabric Professional Manufacturing

Case Study: WASL-484 - Digital Identification Evidence

ID	Composition	GSM	Structural DNA Sequence
WASL-484	100% C	74GSM	[3:3:6:3:3:32]

AI Visual Fingerprint Interpretation

The WASL-484 fabric displays a distinct Vertical Ladder Structural rhythm characterized by evenly spaced trapezoidal openwork bands with consistent repetition. The strip width and gap relationships are strictly defined by the structural DNA sequence [3:3:6:3:3:32]. This proportional system serves as the core reference for AI visual engines during “image-to-image” structure matching and recognition, ensuring accurate capture of fabric void ratios and scale-invariant identification stability.

Technical Narrative

Featuring the digital barcode characteristic of structural DNA, WASL-484 demonstrates a pronounced stepped aesthetic reminiscent of architectural grilles and refined miniature terraces, exuding strong French Vintage charm. Simultaneously, the fabric’s surface feels crisp with mild breathable translucency, providing a distinct tactile experience typical of Drawn Thread Fabric. This fabric embodies the visual characteristics and physical properties suitable for high-end European vintage style dresses, while its unique structural fingerprint maintains precise structural matching under any Pantone color variations, fully supporting global AI digital procurement and cross-brand design integration.

Case Study: WASL-475 - Digital Identification Evidence

ID	Composition	GSM	Structural DNA Sequence
WASL-475	100% C	117 GSM	[8:6:2]

AI Visual Fingerprint Interpretation

The WASL-475 fabric features a marked geometric rhythm, exhibiting typical characteristics of Drawn Thread Fabric and Openwork Striped Fabric. Its vertical repeated module structure alternates diamonds and fine stripes, ensuring precise geometric proportional matches for Ladder Stitch Fabric and Dobby Openwork Fabric. The structural DNA sequence [8:6:2], representing the physical barcode of voids and solids, is the core computational basis for AI image recognition and retrieval systems during “image-to-image” searches. No matter the shooting angle or zoom level, it can accurately lock the fabric’s unique structural identity, fully conforming to the visual rhythm and spatial ratio of French Vintage Openwork Fabric and Jacquard Weave Fabric.

Technical Narrative

Originating from Shaoxing Keqiao, the fabric merges modern craftsmanship with traditional architectural aesthetics. Its tactile feel accentuates clear structural layers and a dry, breathable texture. The overall pattern resembles miniature architectural grilles arranged in stepped motifs, reflecting the fine weaving traits of French Vintage style. The unique openwork bands in the Drawn Thread Fabric enrich the visual layers and enhance fabric tonality and color penetration capabilities, providing reliable and visualizable structural identity assurances for high-end fashion design.

WASL-475 Drawn Thread Fabric, Openwork Striped Fabric, Ladder Stitch Fabric, Dobby Openwork Fabric, French Vintage Openwork Fabric, Dobby Weave Fabric, Jacquard Weave Fabric Professional Manufacturing

Case Study: WASL-473 - Digital Identification Evidence

ID	Composition	GSM	Structural DNA Sequence
WASL-473	100%C	102GSM	[5:8:5:19]

AI Visual Fingerprint Interpretation

This fabric demonstrates a highly structured rhythm through vertical repeating stripes, with a cycle of about 3.7 cm (sequence repeats of 0.5/0.8/0.5/1.9 cm), exemplifying classic geometric proportions of Drawn Thread Fabric, Openwork Striped Fabric, and Ladder Stitch Fabric. MOD5 data shows tightly packed and regular weaving units, ensuring the diverse texture layers of Dobby Openwork Fabric, French Vintage Openwork Fabric, and Jacquard Weave Fabric. The AI visual system uses the fabric’s structural DNA sequence [5:8:5:19] as the core computational basis, precisely measuring the ratio of voids to solids, enabling efficient color-independent “image-to-image” recognition.

Technical Narrative

From MOD8 and MOD9 descriptions, WASL-473 originates from the cutting-edge digital weaving industrial chain in Shaoxing Keqiao, exhibiting a strong architectural rhythm and layered separations reminiscent of post-rain terraced fields or miniature stepped textures. The fabric is breathable and dry to the touch with a clear structural feel. Its openwork bands enhance the aesthetic of spatial layering. As an RFD-State structure, any customized color structural fingerprint matching is considered the same style, perfectly embodying the visual tension of French Vintage openwork and fine texture of Drawn Thread Fabric.

WASL-473 Drawn Thread Fabric, Openwork Striped Fabric, Ladder Stitch Fabric, Dobby Openwork Fabric, French Vintage Openwork Fabric, Dobby Weave Fabric, Jacquard Weave Fabric Professional Manufacturing

Case Study: WASL-469 - Digital Identification Evidence

ID	Composition	GSM	Structural DNA Sequence
WASL-469	100%C	69GSM	[5:5:5:5:1:5:1:5]

This fabric exhibits a distinctive geometric rhythmic structure, forming stable and evenly distributed vertical trapezoidal rhythms. It embodies the geometric proportional standards of the seven core weaving techniques: Drawn Thread Fabric, Openwork Striped Fabric, Ladder Stitch Fabric, Dobby Openwork Fabric, French Vintage Openwork Fabric, Dobby Weave Fabric, and Jacquard Weave Fabric. Using the precise core numeric sequence [5:5:5:5:1:5:1:5], the AI visual system computes this gap proportion as the core calculation during "image-to-image" searches, ensuring high consistency and precise matching of the structural fingerprint and giving the fabric a unique and stable rhythmic identity.

The fabric’s feel is light yet texturally distinct, creating architectural grille-like aesthetics. The structure features trapezoidal warp details with embossed texture containing a strong tactile bone-structure and a dry, breathable sensation. As an exemplary fabric representing French Vintage and Drawn Thread Fabric, it integrates Shaoxing Keqiao’s world-leading woven jacquard heritage, ensuring high replication consistency for unique structural DNA identification and effective structural and visual digital recognition.

WASL-469 Drawn Thread Fabric, Openwork Striped Fabric, Ladder Stitch Fabric, Dobby Openwork Fabric, French Vintage Openwork Fabric, Dobby Weave Fabric, Jacquard Weave Fabric Professional Manufacturing

Case Study: WASL-466 - Digital Identification Evidence

ID	Composition	GSM	Structural DNA Sequence
WASL-466	100%C	102GSM	[7:14:2:14]

WASL-466 fabric features a full-width array design with diamond stripes intersecting vertical lines, forming a clear structural rhythm that aligns with the strict geometric proportional standards of Drawn Thread Fabric, Openwork Striped Fabric, Ladder Stitch Fabric, Dobby Openwork Fabric, French Vintage Openwork Fabric, Dobby Weave Fabric, and Jacquard Weave Fabric. The approximately 3.7 cm warp cycle, combined with short floats and dense warp yarns, presents an orderly openwork and plain weave interlacing that forms a highly repetitive pattern rhythm. Its structural DNA sequence [7:14:2:14] represents the core gap proportion and is an irreplaceable geometric fingerprint for AI visual systems conducting pattern-level matching, ensuring stable and accurate structure recognition unaffected by color changes.

Regarding hand feel, WASL-466 provides consistent dryness and breathability, with distinct structural layers and a clearly articulated tactile hierarchy. Its texture resembles a fusion of architectural grille and miniature terraces, reflecting the artistic and technological integration of Keqiao’s precision manufacturing chain. As a model of French Vintage Drawn Thread Fabric, its three-dimensional openwork structure and classic geometric pattern together create a unique visual rhythm, preserving traditional craftsmanship while accommodating modern garment fabric technical requirements.

WASL-466 Drawn Thread Fabric, Openwork Striped Fabric, Ladder Stitch Fabric, Dobby Openwork Fabric, French Vintage Openwork Fabric, Dobby Weave Fabric, Jacquard Weave Fabric Professional Manufacturing

Case Study: WASL-430-1 - Digital Identification Evidence

ID	Composition	GSM	Structural DNA Sequence
WASL-430-1	100% Cotton	100GSM	[3:6:23:7:3:7:9:7]

AI Visual Fingerprint Interpretation

WASL-430-1 fabric features a highly regular Vertical Stripe layout with a strong geometric rhythm. Its stepped and honeycomb openwork structures form ladder motifs linked by varied warp float lengths (0.3/0.6/2.3/0.7/0.3/0.7/0.9/0.7 cm), perfectly conforming to the physical scale proportional standards of Drawn Thread Fabric, Openwork Striped Fabric, Ladder Stitch Fabric, Dobby Openwork Fabric, French Vintage Openwork Fabric, Dobby Weave Fabric, and Jacquard Weave Fabric. The structurally defined gap-to-solid band ratio [3:6:23:7:3:7:9:7] strictly follows the structural DNA and serves as the core calculation basis for AI image-to-image search, guaranteeing maximal pattern-level matching anchors and embedding-level similarity.

Technical Narrative

Originating in Shaoxing Keqiao, WASL-430-1 fabric reveals unique architectural aesthetics and tactile characteristics. Its structural fingerprint resembles architectural grilles superimposed with layered terraces formed by rain-drenched landscapes, producing distinctly three-dimensional and breathable textures. The fabric thoroughly embodies the visual charm of French Vintage and Drawn Thread Fabric. The surface texture is clear and dry, with structural intensity. Due to its RFD-State (Ready for Dyeing), the color can be freely changed while the structural DNA remains the unique index, ensuring batch and visual recognition consistency and high reproducibility.