BLIP3o-NEXT · Caption v2 — holistic + per-part PBR

All captions regenerated with Qwen3.6-27B · OLD (TRELLIS-500K) vs NEW · 2026-06-29

captioningdata-v2holistictexture-pbrqwen3.6

1 · Summary

All captions regenerated. One model (Qwen3.6-27B, thinking off), two passes over the same multi-view renders — a holistic stream for generation, a per-part PBR stream for texture.

stream	model	captions	coverage	conditions
Holistic identity + appearance + coarse shape + length variants	Qwen3.6-27B (bf16)	453,977	99.6%	generation stream
Texture / PBR per-part material · metalness · roughness · transparency	Qwen3.6-27B (bf16)	296,387	99.9%	texture-token stream

Holistic replaces the heterogeneous TRELLIS-500K GPT-4o captions with one consistent model and a clean length ladder (long / medium / short / tags).
Texture / PBR is an entirely new stream — the old pipeline had no per-part material annotation at all.
Holistic covers every renderable asset; texture is restricted to assets that have a material (PBR) latent (pbr ∩ renders).

2 · Holistic caption — OLD vs NEW

Each card: multi-view render strip · new Qwen3.6 holistic vs old TRELLIS-500K.

**NEW · Qwen3.6 holistic**
**low-poly sphere** · A geometric, low-poly sphere rendered in a uniform matte light grey finish, featuring a faceted surface composed of distinct triangular polygons that create a faceted, crystalline appearance.
short: grey low-poly sphere
**OLD · TRELLIS-500K** (11 length variants)
A low-poly yellow sphere with flat polygonal faces, smooth surface, symmetrical shape, and uniform color.
ObjaverseXL_github · 6d439c4d

**NEW · Qwen3.6 holistic**
**owl figurine** · A stylized white owl figurine with a matte finish, featuring a rounded body, detailed feather textures on the wings, prominent ear tufts, and a small flower decoration on its forehead, perched on a rectangular base.
short: white owl figurine
**OLD · TRELLIS-500K** (11 length variants)
Statue of an owl in matte white, perched on a log-like base, with detailed feather patterns, large rounded eyes, a pointed beak, feather tufts on the head, folded wings, and sharp talons.
ObjaverseXL_github · c9f3d29c

**NEW · Qwen3.6 holistic**
**anthropomorphic drum character** · A whimsical, low-poly 3D character shaped like a white snare drum with a red rim and jagged mouth, featuring two red eyes and four thin, stick-like legs extending from the bottom.
short: drum monster
**OLD · TRELLIS-500K** (11 length variants)
A silver, cylindrical, wind-up can toy with a jagged lid, red and black stripe, "CANUIT CORPORATION" text, mechanical golden legs, two red hexagonal eyes, and a sawblade mouth.
ObjaverseXL_sketchfab · 11c1a493

**NEW · Qwen3.6 holistic**
**vintage camera** · A vintage folding box camera with a dark matte finish, featuring a rectangular body with a curved top, a central lens assembly, two round viewfinders, and a front-mounted film holder.
short: vintage folding camera
**OLD · TRELLIS-500K** (11 length variants)
An antique wall-mounted dark brown wooden telephone with a circular black mouthpiece, brass dome-shaped bells, a black cylindrical receiver on a hook, an L-shaped metallic crank handle, and an integrated writing surface with a small notebook and pencil.
ObjaverseXL_sketchfab · 0aea72cb

**NEW · Qwen3.6 holistic**
**chaise lounge** · A beige upholstered chaise lounge featuring a rectangular base with a chaise extension on one side, supported by four small dark block feet, and adorned with two loose throw pillows against the backrest.
short: beige chaise lounge
**OLD · TRELLIS-500K** (11 length variants)
Modern beige chaise lounge with left-side armrest, matching backrest, three beige cushions, and four short dark brown wooden legs.
ABO · b24ed915

**NEW · Qwen3.6 holistic**
**swivel armchair** · A modern swivel armchair upholstered in blue velvet fabric, featuring a continuous curved silhouette with high, rounded backrests that flow seamlessly into the seat, mounted on a circular black base.
short: blue velvet swivel chair
**OLD · TRELLIS-500K** (11 length variants)
A modern armchair with a rounded, semi-circular shape, thick cushioned backrest and armrests, wide padded seat, and uniform light blue velvety texture.
ABO · e46e6ff0

**NEW · Qwen3.6 holistic**
**potted flowering tree** · A small potted ornamental tree featuring a slender, curved brown trunk and a dense, spherical canopy of green leaves with light purple flowers, planted in a simple square grey container.
short: potted flowering tree
**OLD · TRELLIS-500K** (11 length variants)
A stylized potted plant featuring a twisted slender trunk, broad elliptical bright green leaves forming a dense spherical canopy, rose-like light lavender flowers scattered throughout, in a cube pot with ridges and four short legs, light gray-green in color.
HSSD · a11e3854

**NEW · Qwen3.6 holistic**
**alphabet wheel** · A circular blue disc featuring a ring of colorful uppercase letters and a yellow star arranged around the perimeter, forming a flat, educational toy shape with a dark center.
short: blue alphabet wheel
**OLD · TRELLIS-500K** (11 length variants)
A perfectly round children's rug with a central blue circle, a yellow inner border, an alphabet ring with multicolored letters, a yellow sun icon between A and Z, and a broad red outer border.
HSSD · 48bda4bd

**NEW · Qwen3.6 holistic**
**viking ship** · A low-poly 3D model of a small wooden Viking-style boat featuring a brown hull, a central mast with rigging, a decorative prow, and three yellow hexagonal shields mounted along the side.
short: viking ship model
**OLD · TRELLIS-500K** (11 length variants)
A Viking longship with a narrow, curved hull, a central mast with a partially wrapped sail, six shields on the sides, an open deck with seats and benches, all in light brown wood; shields have blue edges and yellow centers.
Toys4k · 8139710d

**NEW · Qwen3.6 holistic**
**dog statue** · A sleek, glossy black statue of a slender dog, likely a Doberman, captured in a poised sitting position with a long tail, pointed ears, and a sharp, athletic silhouette.
short: black sitting dog statue
**OLD · TRELLIS-500K** (11 length variants)
A mid to large-sized dog with an elongated body, deep chest, narrow waist, slender legs, large erect pointed ears, and a long straight tail in a sitting posture, uniformly glossy black.
Toys4k · 0a582921

3 · Texture / PBR caption — NEW (no old equivalent)

Per-part material breakdown conditioning the texture-token stream. The old pipeline produced none of this.

**loafer shoe** — A slip-on loafer featuring a vibrant, multi-colored paisley pattern on the upper, contrasted by smooth beige leather accents and a dark rubber sole.
global: metal=mixed · reflect=medium · trans=opaque
part material metal rough trans
upper **printed leather** dielectric satin opaque
trim and heel **smooth leather** dielectric satin opaque
sole **rubber** dielectric matte opaque
hardware **gold-tone metal** metal polished opaque
ObjaverseXL_github · 7fa1b614

part	material	metal	rough	trans
upper	printed leather	dielectric	satin	opaque
trim and heel	smooth leather	dielectric	satin	opaque
sole	rubber	dielectric	matte	opaque
hardware	gold-tone metal	metal	polished	opaque

**log cabin** — A rustic wooden structure featuring horizontal log walls with a matte finish, topped by a thick, smooth white snow layer and a dark chimney.
global: metal=dielectric · reflect=low · trans=opaque
part material metal rough trans
walls **wood** dielectric matte opaque
snow **snow** dielectric matte opaque
chimney **stone** dielectric rough opaque
window **glass** dielectric glossy translucent
ObjaverseXL_github · 7874fd3f

part	material	metal	rough	trans
walls	wood	dielectric	matte	opaque
snow	snow	dielectric	matte	opaque
chimney	stone	dielectric	rough	opaque
window	glass	dielectric	glossy	translucent

**anime figure** — The object is a monochromatic, unpainted 3D model with a uniform light gray appearance. It exhibits a smooth, semi-glossy surface typical of a digital sculpt or a raw 3D print.
global: metal=dielectric · reflect=medium · trans=opaque
part material metal rough trans
entire figure **smooth plastic** dielectric satin opaque
ObjaverseXL_github · 225205d2

part	material	metal	rough	trans
entire figure	smooth plastic	dielectric	satin	opaque

**sci-fi soldier character** — The character features a color palette of matte grey, dark charcoal, and vibrant orange. The surface appearance is predominantly non-metallic, resembling painted plastic or rubberized armor with a consistent satin finish.
global: metal=dielectric · reflect=low · trans=opaque
part material metal rough trans
helmet **matte plastic** dielectric matte opaque
armor plates **matte polymer** dielectric matte opaque
under-suit **textile or rubber** dielectric matte opaque
backpack **matte plastic** dielectric matte opaque
boots **rubber** dielectric matte opaque
ObjaverseXL_sketchfab · 04b552ba

part	material	metal	rough	trans
helmet	matte plastic	dielectric	matte	opaque
armor plates	matte polymer	dielectric	matte	opaque
under-suit	textile or rubber	dielectric	matte	opaque
backpack	matte plastic	dielectric	matte	opaque
boots	rubber	dielectric	matte	opaque

**weathered wooden house** — A rustic structure featuring weathered, unpainted wood siding and a roof covered in aged, multi-colored clay tiles.
global: metal=dielectric · reflect=low · trans=opaque
part material metal rough trans
walls **weathered wood** dielectric rough opaque
roof **clay tiles** dielectric rough opaque
windows **glass** dielectric glossy transparent
ObjaverseXL_sketchfab · 06fefc77

part	material	metal	rough	trans
walls	weathered wood	dielectric	rough	opaque
roof	clay tiles	dielectric	rough	opaque
windows	glass	dielectric	glossy	transparent

**pixelated squirrel** — The object features a matte, non-reflective surface with a blocky, voxel-based aesthetic. It is primarily composed of light tan and brown tones with a small white underbelly and black eyes.
global: metal=dielectric · reflect=low · trans=opaque
part material metal rough trans
body **matte plastic** dielectric matte opaque
tail **matte plastic** dielectric matte opaque
belly **matte plastic** dielectric matte opaque
eyes **matte plastic** dielectric matte opaque
ObjaverseXL_sketchfab · 08973e70

part	material	metal	rough	trans
body	matte plastic	dielectric	matte	opaque
tail	matte plastic	dielectric	matte	opaque
belly	matte plastic	dielectric	matte	opaque
eyes	matte plastic	dielectric	matte	opaque

**sofa** — A light grey upholstered sofa with a matte fabric finish and dark brown wooden legs.
global: metal=dielectric · reflect=low · trans=opaque
part material metal rough trans
upholstery **grey fabric** dielectric matte opaque
legs **dark wood** dielectric satin opaque
ABO · 1601c8aa

part	material	metal	rough	trans
upholstery	grey fabric	dielectric	matte	opaque
legs	dark wood	dielectric	satin	opaque

**upholstered armchair** — A modern armchair featuring a soft, light grey fabric upholstery and light-colored wooden legs with a natural finish.
global: metal=dielectric · reflect=low · trans=opaque
part material metal rough trans
upholstery **grey fabric** dielectric matte opaque
legs **light wood** dielectric satin opaque
feet caps **black rubber** dielectric matte opaque
ABO · 3e264963

part	material	metal	rough	trans
upholstery	grey fabric	dielectric	matte	opaque
legs	light wood	dielectric	satin	opaque
feet caps	black rubber	dielectric	matte	opaque

**candlestick** — A two-tone object featuring a glossy white ceramic upper body and a matte, speckled beige stone-like base.
global: metal=dielectric · reflect=medium · trans=opaque
part material metal rough trans
upper body **white glazed ceramic** dielectric glossy opaque
base **speckled beige stone** dielectric matte opaque
ABO · 3df6bb93

part	material	metal	rough	trans
upper body	white glazed ceramic	dielectric	glossy	opaque
base	speckled beige stone	dielectric	matte	opaque

Captions: FINAL_holistic_captions.json (453,977) + FINAL_texture_captions.json (296,387). Samples randomly drawn across the 5 non-TexVerse subsets. Quality shown raw, unfiltered.