Benchmark Results

完整評估結果

6 個本地 text-to-3D 模型 × 10 prompts × 5 指標 + GPTEval3D-style pairwise Elo。

1. 6 模型總覽(依 Elo 排名)

Elo = pairwise 對戰累積(K=32, 起始 1500,150 matches)。CLIP / Aesthetic / VLM 為 10 prompts 平均。

#Model Elo CLIP Aesth VLM TextAln Watert Manif NormC Gen
🥇 1 Trellis trellis 1675 0.192 4.38 4.00 4.50 0.80 1.00 0.980 6.5s
🥈 2 Trellis (image) trellis-img 1636 0.193 4.01 3.27 4.09 0.55 1.00 0.986 3.2s
🥉 3 Hunyuan3D-2 hunyuan3d 1630 0.179 4.24 3.30 4.40 0.10 1.00 0.992 18.3s
4 InstantMesh instantmesh 1569 0.177 4.01 3.00 3.70 1.00 0.90 0.966 5.6s
5 TripoSR triposr 1431 0.164 4.05 2.40 2.80 0.00 1.00 0.945 1.6s
6 Shap-E shape 1307 0.161 4.03 2.10 2.70 1.00 1.00 0.963 3.7s
7 OpenLRM openlrm 1253 0.143 3.81 1.60 1.70 0.10 1.00 0.972 4.1s
欄位定義
  • Elo:pairwise 對戰累積分數(起始 1500,K=32)— 詳見下方 §2
  • CLIP:OpenCLIP ViT-L/14 對 8 視角圖 vs prompt 文字的餘弦相似度平均(0.0–1.0)
  • Aesth:LAION improved-aesthetic-predictor 對 8 視角圖打分平均(1.0–10.0)
  • VLM:Claude Code headless 對 8 視角 collage 的 overall 分數(6 軸之一)— 6 軸為 text_alignment / geometry_quality / texture_quality / multi_view_consistency / aesthetic / overall,每軸 0–10
  • TextAln:VLM 6 軸中的 text_alignment 子分數(單獨抽出來看 prompt-3D 對齊強度)
  • Watert / Manif:mesh 為 watertight / manifold 的比例(10 prompts 中)
  • NormC:相鄰面 normal 餘弦相似度平均(1.0 = 完全平滑,trimesh)
  • Gen:generate 階段平均時間

→ 完整方法論(VLM judge prompt 全文、Elo 配對策略、權重來源):docs/metrics.md

2. Head-to-head 對戰矩陣

10 prompts × C(6,2)=15 對 = 150 場。粗體 = 該配對贏 ≥6 場(>60%)。

勝 ↓ / 負 →TrellisTrellis (image)Hunyuan3D-2InstantMeshTripoSRShap-EOpenLRM
Trellis557101010
Trellis (image)556999
Hunyuan3D-2556898
InstantMesh344698
TripoSR012497
Shap-E011117
OpenLRM012233
Elo 方法
  • Judge:Claude Code headless(claude -p ... --output-format json),三選一回 A / B / tie
  • 配對:每 prompt 每對 (model_a, model_b) 各一場,C(6,2)=15 對 × 10 prompts = 150 場/pass
  • Position bias:每場 50% 機率對調 A/B 位置
  • Elo 更新:K=32、起始 1500、勝=1.0 / tie=0.5 / 負=0.0
  • 失敗處理:個別對戰逾時/解析失敗 skip,不終止 tournament

3. 每 prompt × 每模型 結果

縮圖點 3D 可旋轉檢視 GLB;點 多視角 + 評語 看 8 視角 collage 與 VLM 文字評語。

PromptTrellisTrellis (image)Hunyuan3D-2InstantMeshTripoSRShap-EOpenLRM
p01
簡單物件
A red ceramic coffee mug on a white background
trellis/p01
3D
CLIP 0.263 Aesth 4.47 VLM 7.00
多視角 + 評語 collage

Red ceramic mug with white interior matches the prompt well and views are consistent, but the handle is severely underdeveloped/stubby and the body shape is somewhat lumpy rather than a clean cylindrical mug.

trellis-img/p01
3D
CLIP 0.221 Aesth 3.95 VLM 4.00
多視角 + 評語 collage

It is recognizably a red mug with a handle, but the color is patchy/uneven (red blotches over a pale ceramic base) and there is a prominent black artifact attached to the body across all views, hurting geometry, texture, and aesthetics significantly.

hunyuan3d/p01
3D
CLIP 0.222 Aesth 4.55 VLM 5.00
多視角 + 評語 collage

Mug shape is recognizable and coherent across views with a proper handle, but the model is untextured grey (no red color, no ceramic appearance) and sits on an unexpected pebble-like base, hurting prompt alignment and aesthetic.

instantmesh/p01
3D
CLIP 0.169 Aesth 3.99 VLM 5.00
多視角 + 評語 collage

The mug shape and handle are recognizable and views are consistent, but the color is a muted pink/salmon rather than red, the bottom/interior shows noticeable geometric artifacts, and textures look blotchy with uneven shading rather than clean ceramic.

triposr/p01
3D
CLIP 0.194 Aesth 3.92 VLM 2.00
多視角 + 評語 collage

The mesh barely resembles a coffee mug — geometry is fragmented with floating shells, broken handle, and noisy artifacts; color is pinkish rather than red and the white background appears baked into the mesh rather than being a backdrop.

shape/p01
3D
CLIP 0.227 Aesth 4.13 VLM 3.00
多視角 + 評語 collage

The model is red and vaguely mug-shaped with a visible hollow interior and a small handle in some views, matching the prompt's color and subject loosely. However, the geometry is distorted, the proportions are off (overly cylindrical/blocky), the handle is barely defined, and views appear inconsistent with extreme close-ups dominating the renders.

openlrm/p01
3D
CLIP 0.163 Aesth 3.82 VLM 2.00
多視角 + 評語 collage

The shape vaguely resembles a mug with a faint handle in some views, but it's largely a deformed blob with holes and missing geometry. Color is pale pink rather than red, textures are smeared and streaky, and overall the result is poor quality.

p02
簡單物件
A wooden rocking chair
trellis/p02
3D
CLIP 0.227 Aesth 4.67 VLM 3.00
多視角 + 評語 collage

Wooden material is present but the shape reads as a generic upside-down chair without recognizable rockers or curved skids. Geometry is fragmented and incoherent across views; the defining 'rocking' feature of the prompt is essentially missing.

trellis-img/p02
3D
CLIP 0.236 Aesth 4.14 VLM 3.00
多視角 + 評語 collage

Wooden material and curved rocker rails are present, but the form is incoherent—it reads as a boxy slatted crate rather than a chair, with no clear seat/backrest separation and warped, broken geometry across views.

hunyuan3d/p02
3D
CLIP 0.198 Aesth 4.33 VLM 4.00
多視角 + 評語 collage

The chair shape is recognizable with slatted back and armrests, but there's no visible rocker base and the seat has odd clutter/artifacts. Several views appear blank or broken, indicating poor multi-view consistency, and textures are largely flat grey with no wood grain.

instantmesh/p02
3D
CLIP 0.226 Aesth 4.14 VLM 4.00
多視角 + 評語 collage

Recognizable as a wooden chair with slatted back and wood-tone texture, but rocker curves are barely visible and the seat/legs are distorted with melted, blob-like geometry. Multi-view shows consistent structure but the form lacks the clear rocking-chair silhouette.

triposr/p02
3D
CLIP 0.148 Aesth 4.01 VLM 3.00
多視角 + 評語 collage

The mesh shows some chair-like slatted structure with wood-tone coloring, but the shape is fragmented, lacks recognizable legs/rockers, and has large holes and broken geometry. The rocking chair concept is barely conveyed.

shape/p02
3D
CLIP 0.178 Aesth 3.75 VLM 2.00
多視角 + 評語 collage

The brown wood-like color is present and there is a vague chair-like seat/back structure, but the rocking curves are absent and the geometry is dominated by stringy, melted artifacts. No recognizable rocking chair form emerges, making the output a failure for the prompt.

openlrm/p02
3D
CLIP 0.174 Aesth 3.63 VLM 2.00
多視角 + 評語 collage

The mesh vaguely suggests wooden slats and curved rocker-like forms but is fragmented, full of thin sail-like artifacts and holes, with no recognizable chair seat/back structure. Texture is pale and washed-out, and overall the object is barely identifiable as a rocking chair.

p03
組合物件
A vintage bicycle with a leather saddle and metal bell
trellis/p03
3D
CLIP 0.182 Aesth 4.07 VLM 6.00
多視角 + 評語 collage

Recognizable vintage bicycle with spoked wheels and saddle visible across consistent views, but it appears to have three wheels (tricycle-like) rather than a standard bicycle, and no clear metal bell is visible. Textures are minimal/sparse and the frame geometry looks thin and somewhat fragile.

trellis-img/p03
3D
CLIP 0.190 Aesth 3.97 VLM 3.00
多視角 + 評語 collage

A bicycle is recognizable with two wheels and a frame, and there appear to be saddle/bell-like pink and metal elements, but the geometry is messy with tangled, broken frame parts and floating artifacts. Views are only loosely consistent and the overall result looks distorted and unappealing.

hunyuan3d/p03
3D
CLIP 0.166 Aesth 4.30 VLM 3.00
多視角 + 評語 collage

A bicycle shape is recognizable with wheels and a saddle bag, but it appears fused to a large flat slab/wall behind it, severely harming geometry. No visible leather texture, metal bell, or vintage detailing — textures are uniform gray.

instantmesh/p03
3D
CLIP 0.159 Aesth 3.89 VLM 3.00
多視角 + 評語 collage

A bicycle-like form is recognizable with what appears to be a saddle, but the geometry is severely distorted, melted, and incoherent — the wheels are barely formed and there is no clear bell. Textures are smeared and the overall result looks like a collapsed blob rather than a vintage bicycle.

triposr/p03
3D
CLIP 0.102 Aesth 4.18 VLM 1.00
多視角 + 評語 collage

The output is an amorphous blob with no recognizable bicycle features—no wheels, frame, saddle, or bell are visible. Views are roughly consistent only because the shape is a featureless lump.

shape/p03
3D
CLIP 0.131 Aesth 4.06 VLM 1.00
多視角 + 評語 collage

The renderings show fragmented, disconnected shapes that vaguely suggest circular forms (possibly wheels) but lack any coherent bicycle structure. No leather saddle, frame, or metal bell is identifiable, and the geometry appears broken with severe holes and artifacts.

openlrm/p03
3D
CLIP 0.099 Aesth 3.76 VLM 1.00
多視角 + 評語 collage

The output is a chaotic, melted mass of fragmented geometry with no recognizable bicycle structure, saddle, or bell. Textures appear smeared and the mesh is full of holes and floating artifacts.

p04
組合物件
A fantasy treasure chest with golden hinges and emerald gems
trellis/p04
3D
CLIP 0.202 Aesth 4.55 VLM 4.00
多視角 + 評語 collage

The model reads as a generic wooden chest with small gold hinges, but lacks the fantasy flair and shows no clear emerald gems. Geometry is recognizable but the lid/body separation is messy and the shape is slightly distorted from several angles.

trellis-img/p04
3D
CLIP 0.203 Aesth 3.86 VLM 4.00
多視角 + 評語 collage

The model reads as a treasure chest with golden/brass hinges and metal banding, but the chest is very dark and underlit, emerald gems are barely visible (only a faint green sliver), and several views show muddy, near-black textures with odd protruding flap-like geometry that hurts coherence and appeal.

hunyuan3d/p04
3D
CLIP 0.207 Aesth 4.34 VLM 4.00
多視角 + 評語 collage

The chest shape is recognizable with reasonable geometry and decent view consistency, but the model is rendered in monochrome grey with no color — completely missing the prompt's golden hinges and emerald gems, which heavily hurts text alignment and texture quality.

instantmesh/p04
3D
CLIP 0.169 Aesth 4.14 VLM 2.00
多視角 + 評語 collage

The mesh is fragmented and lacks a coherent chest form — views show disjointed slab-like geometry with holes and floating ornamental blobs rather than a recognizable treasure chest. Some golden trim and faint green hints are visible, but emerald gems and the closed chest silhouette are largely absent.

triposr/p04
3D
CLIP 0.208 Aesth 4.21 VLM 4.00
多視角 + 評語 collage

Recognizable as a chest-like form with hints of green gems, but the shape is lumpy and lacks clear hinges or a proper lid; golden hinges are missing and textures look muddy with weak detail.

shape/p04
3D
CLIP 0.187 Aesth 3.98 VLM 3.00
多視角 + 評語 collage

A vague chest-like rectangular form is present but lacks clear lid, hinges, or recognizable emerald gems; textures are muddy purple/yellow smears with no golden metal detail, and the surface shows heavy artifacts and drippy seams.

openlrm/p04
3D
CLIP 0.154 Aesth 3.90 VLM 2.00
多視角 + 評語 collage

The output is a chaotic, amorphous blob with no recognizable treasure chest shape, hinges, or distinct gems; only faint greenish tints and beige textures hint vaguely at the prompt. Geometry is severely distorted with extreme stretching and holes across views.

p05
角色
A cartoon corgi wearing a blue astronaut helmet
trellis/p05
3D
CLIP 0.202 Aesth 4.23 VLM 4.00
多視角 + 評語 collage

The blue helmet element is present and the cartoon styling is recognizable, but the corgi body is barely identifiable — legs are stubby/missing, no clear face or expression, and the form reads more like a blob with a helmet than a dog. Views are reasonably consistent but the underlying geometry lacks the defining corgi features.

trellis-img/p05
3D
CLIP 0.213 Aesth 4.13 VLM 2.00
多視角 + 評語 collage

The blue helmet shape is present but the corgi is essentially absent — no recognizable dog head, face, ears, or body, just a blobby beige base under a helmet sitting on a dark triangular platform artifact. Views are fairly consistent with each other but the model fails the prompt almost entirely.

hunyuan3d/p05
3D
CLIP 0.145 Aesth 4.05 VLM 0.00
多視角 + 評語 collage

All 8 views show only flat gray surfaces with no recognizable corgi, helmet, or any subject geometry. The generation appears to have failed completely, producing an empty or degenerate mesh.

instantmesh/p05
3D
CLIP 0.279 Aesth 4.39 VLM 3.00
多視角 + 評語 collage

A corgi face with a helmet-like element is visible but the model appears nearly flat — side views show a paper-thin slab rather than a 3D head, indicating severe geometry collapse. The helmet reads more like a collar than a full astronaut helmet, and there's no coherent body.

triposr/p05
3D
CLIP 0.208 Aesth 4.12 VLM 2.00
多視角 + 評語 collage

A vaguely corgi-like face with blueish helmet hints is visible from the front, but the geometry is a blobby, lumpy mass with no clear body, ears, or helmet shape. Back views are formless and textures smear across seams.

shape/p05
3D
CLIP 0.199 Aesth 4.02 VLM 2.00
多視角 + 評語 collage

The mesh is a barely-recognizable blob with blue patches vaguely suggesting a helmet, but there is no discernible corgi anatomy—no clear legs, ears, or face—and the surface has holes and warped artifacts. Views are roughly consistent but show a malformed, unappealing shape that fails the prompt.

openlrm/p05
3D
CLIP 0.136 Aesth 3.69 VLM 1.00
多視角 + 評語 collage

The output is an amorphous, noisy blob with no recognizable corgi or astronaut helmet — only faint bluish smears hint at any color from the prompt. Geometry is heavily distorted with surface artifacts and the textures appear as garbled noise.

p06
角色
A medieval knight in silver plate armor holding a longsword
trellis/p06
3D
CLIP 0.215 Aesth 4.19 VLM 4.00
多視角 + 評語 collage

A knight with sword and shield is recognizable, but the figure is rendered in a horizontal/prone pose rather than a standing knight, hurting both alignment and aesthetic. Geometry is coherent across views but limbs look stiff and proportions feel off; armor reads more dull gray than silver plate.

trellis-img/p06
3D
CLIP 0.157 Aesth 3.91 VLM 2.00
多視角 + 評語 collage

The output is a small, broken blob with some silver metallic shading but no recognizable knight, armor plates, or longsword; the form is incoherent across views with large dark holes and no discernible human figure, failing the prompt almost entirely.

hunyuan3d/p06
3D
CLIP 0.224 Aesth 4.44 VLM 4.00
多視角 + 評語 collage

Knight figure with armor and sword is recognizable matching the prompt, but views appear cropped/clipped showing only partial body, no texture (plain gray clay render), and geometry shows some inconsistencies between views with missing lower body portions.

instantmesh/p06
3D
CLIP 0.171 Aesth 3.88 VLM 1.00
多視角 + 評語 collage

The output is a fragmented, disconnected mess with no recognizable knight, armor, or sword. Geometry is broken into floating pieces with no coherent form, and there is no resemblance to the prompt.

triposr/p06
3D
CLIP 0.180 Aesth 3.86 VLM 2.00
多視角 + 評語 collage

The output is a blobby, distorted shape with a vague sword-like protrusion; no recognizable knight figure, armor, or human form is present, and the geometry shows significant artifacts and incoherence.

shape/p06
3D
CLIP 0.146 Aesth 3.79 VLM 2.00
多視角 + 評語 collage

The generated mesh is an unrecognizable gray blob with no discernible knight, armor, or sword features. While views are somewhat consistent with each other, the result fails completely on subject fidelity, geometry coherence, and visual appeal.

openlrm/p06
3D
CLIP 0.159 Aesth 3.73 VLM 1.00
多視角 + 評語 collage

The output is an amorphous blob with no recognizable knight, armor, or longsword; geometry is fragmented with floating shards and the silhouette resembles a curved shell rather than a humanoid figure.

p07
場景
A small Japanese garden with a stone lantern and koi pond
trellis/p07
3D
CLIP 0.139 Aesth 4.25 VLM 2.00
多視角 + 評語 collage

The model generated a flat box/diorama with a Japanese garden scene only on the front face, while all other sides are blank brown/green slabs. No actual 3D lantern or koi pond geometry — it's essentially a low-relief picture frame rather than a 3D garden.

trellis-img/p07
3D
CLIP 0.117 Aesth 3.79 VLM 0.00
多視角 + 評語 collage

The output is a degenerate flat plane with a blurry green blob — no Japanese garden, stone lantern, koi pond, or any recognizable 3D geometry; the side/edge views collapse to thin lines, confirming a planar artifact rather than a real mesh.

hunyuan3d/p07
3D
CLIP 0.135 Aesth 3.98 VLM 2.00
多視角 + 評語 collage

Some lantern-like and garden elements are visible but the mesh is fragmented, untextured, and lacks a clear koi pond; framing crops the scene heavily and geometry shows holes and chaotic clutter rather than a coherent Japanese garden.

instantmesh/p07
3D
CLIP 0.125 Aesth 3.52 VLM 1.00
多視角 + 評語 collage

The output is a fragmented, amorphous yellow-green blob with no recognizable Japanese garden elements—no lantern, no pond, no structure. Geometry is broken with floating fragments and missing surfaces across views.

triposr/p07
3D
CLIP 0.147 Aesth 3.98 VLM 2.00
多視角 + 評語 collage

The mesh is a blob-like rocky form with greenish patches that vaguely suggest foliage, but there is no recognizable stone lantern, koi pond, or garden layout. Geometry shows holes and irregular artifacts, and the prompt's compound scene elements are essentially missing.

shape/p07
3D
CLIP 0.124 Aesth 4.17 VLM 1.00
多視角 + 評語 collage

The output is an amorphous green/blue blob with no recognizable garden, lantern, or koi pond features. Geometry is fragmented with floating chunks and holes, and textures are smeared with no coherent material identity.

openlrm/p07
3D
CLIP 0.143 Aesth 4.19 VLM 1.00
多視角 + 評語 collage

The output is a blobby, layered/striated white mass with disconnected greenish fragments — no recognizable Japanese garden, stone lantern, or koi pond. Geometry is highly artifacted with stepped/sliced surfaces and floating debris, and textures are essentially absent.

p08
場景
A cyberpunk street food cart at night with neon signs
trellis/p08
3D
CLIP 0.100 Aesth 4.41 VLM 2.00
多視角 + 評語 collage

Output appears to be a boxy structure with a large flat black panel obscuring most views, with only faint hints of colored details that could suggest neon. It does not read as a recognizable food cart and lacks any nighttime/neon aesthetic.

trellis-img/p08
3D
CLIP 0.154 Aesth 3.74 VLM 4.00
多視角 + 評語 collage

The model reads as a dark boxy cart/container with magenta neon-pink trim and a few illuminated sign-like decals, loosely evoking a night food cart, but there's no recognizable cart structure, wheels, or legible signage, and the geometry is a generic crate with muddy, splotchy textures and weak detail.

hunyuan3d/p08
3D
CLIP 0.100 Aesth 3.83 VLM 2.00
多視角 + 評語 collage

The mesh vaguely resembles a stacked cart-like structure with some cluttered detail, but lacks any neon signage, color, or recognizable cyberpunk elements. Renders are untextured gray geometry with heavy artifacts and noisy surfaces, giving little visual appeal.

instantmesh/p08
3D
CLIP 0.120 Aesth 3.84 VLM 3.00
多視角 + 評語 collage

Captures neon pink/cyan cyberpunk palette with text-like signage textures, but geometry is a flat slab/box with no recognizable cart structure (no wheels, canopy, or food counter). Back views are blank and lack coherent 3D form.

triposr/p08
3D
CLIP 0.105 Aesth 4.00 VLM 3.00
多視角 + 評語 collage

The model produced a blob-like cube with neon-pink/teal coloring hinting at cyberpunk signage on the front, but there is no recognizable cart structure (no wheels, canopy, or cooking surface). Geometry is lumpy and asymmetric with no clear silhouette, though views are roughly consistent.

shape/p08
3D
CLIP 0.118 Aesth 3.87 VLM 1.00
多視角 + 評語 collage

The output is a blocky, fragmented mass with no recognizable cart structure, no neon signs, and chaotic dripping geometry. Only a vague dark/colorful palette loosely hints at the cyberpunk theme.

openlrm/p08
3D
CLIP 0.119 Aesth 3.60 VLM 1.00
多視角 + 評語 collage

The output is an amorphous prism-like blob with smeared pink/cyan texture splotches that vaguely hint at neon colors, but there is no recognizable food cart, signage, wheels, or street elements. Geometry is degenerate and views, while somewhat consistent, depict no meaningful subject.

p09
細節
An ornate Victorian pocket watch with intricate gear engravings
trellis/p09
3D
CLIP 0.185 Aesth 4.48 VLM 4.00
多視角 + 評語 collage

Recognizable as a pocket watch with a crown/bow and round case, and views are consistent across angles. However, it lacks the ornate Victorian detail and intricate gear engravings called for in the prompt — the face is nearly blank, the back is featureless, and textures look washed out and muddy.

trellis-img/p09
3D
CLIP 0.215 Aesth 4.39 VLM 6.00
多視角 + 評語 collage

Clearly reads as an ornate pocket watch with a face, Roman numerals, crown, and bow loop, and the front views show some gear/engraving detail, matching the prompt well. However the back/rear views are muddy and blurry with smeared, indistinct texturing, and the thin side profile looks plausible but flat, dragging down texture and overall polish.

hunyuan3d/p09
3D
CLIP 0.181 Aesth 4.54 VLM 5.00
多視角 + 評語 collage

Recognizable pocket watch silhouette with loop and engraved face showing gear-like detail; geometry is coherent across views with good consistency. However, the model is untextured (plain gray clay render) so texture quality is very low, and 'Victorian ornate' richness is only partially conveyed through geometry alone.

instantmesh/p09
3D
CLIP 0.128 Aesth 4.25 VLM 4.00
多視角 + 評語 collage

The shape resembles a pocket watch with an open case and a small attached piece, but lacks the intricate gear engravings and ornate Victorian detail described in the prompt. Textures are blurry and muddy, geometry is rough with an unclear secondary blob, though multi-view consistency is acceptable.

triposr/p09
3D
CLIP 0.127 Aesth 4.08 VLM 3.00
多視角 + 評語 collage

Front view shows a recognizable watch face with gear-like details, but the back is a hollow, bowl-shaped blob with no engravings, exhibiting a clear Janus problem and poor multi-view consistency. Geometry is incoherent from most angles and lacks the intricate Victorian ornamentation called for.

shape/p09
3D
CLIP 0.099 Aesth 4.31 VLM 3.00
多視角 + 評語 collage

The shape vaguely resembles a rounded pocket-watch-like object with a chain, but lacks any visible gear engravings, watch face, or Victorian ornamentation. Textures are muddy brown blobs with no detail, and the geometry is lumpy and indistinct, though views are reasonably consistent.

openlrm/p09
3D
CLIP 0.073 Aesth 3.86 VLM 2.00
多視角 + 評語 collage

The output resembles a lumpy helmet-like blob with vague crosshatch texturing — no recognizable pocket watch, dial, chain, or gear engravings. Geometry is hollow/concave underneath with mushy surface artifacts; views are roughly consistent but the subject is entirely wrong.

p10
抽象
An abstract sculpture representing flowing time, smooth marble
trellis/p10
3D
CLIP 0.208 Aesth 4.49 VLM 4.00
多視角 + 評語 collage

The marble texture is reasonably conveyed but the shape reads as a vaguely organic blob with a flat black back panel rather than a flowing abstract sculpture; the abrupt flat backside hurts coherence and aesthetic appeal.

trellis-img/p10
3D
CLIP 0.212 Aesth 4.04 VLM 4.00
多視角 + 評語 collage

The blob has a vaguely flowing, folded form that loosely reads as abstract, but the muddy black-and-white coloring contradicts 'smooth marble' and the lumpy, crumpled surface lacks marble's clean polish; geometry is a coherent single mass across views but offers no clear sculptural intent.

hunyuan3d/p10
3D
CLIP 0.213 Aesth 4.03 VLM 4.00
多視角 + 評語 collage

Flowing, ribbon-like abstract forms loosely fit the prompt, but the geometry is chaotic with tangled, intersecting tubes and no clear sculptural intent. Surface is untextured gray with no marble appearance, and views are roughly consistent but the form lacks coherence and visual appeal.

instantmesh/p10
3D
CLIP 0.220 Aesth 4.07 VLM 4.00
多視角 + 評語 collage

Marble-like texture with veining is convincing and somewhat abstract, but the geometry is fragmented with holes and disconnected slabs rather than a coherent flowing form. Views show inconsistent structure and lack the smooth, continuous quality the prompt suggests.

triposr/p10
3D
CLIP 0.224 Aesth 4.12 VLM 2.00
多視角 + 評語 collage

The output looks like a lumpy rock or wicker basket rather than a flowing abstract marble sculpture; surface is rough and stone-like with no sense of smooth marble or flowing motion, though views are roughly consistent.

shape/p10
3D
CLIP 0.203 Aesth 4.17 VLM 3.00
多視角 + 評語 collage

The grayish surface vaguely evokes marble and the organic blob shapes could be read as 'abstract', but the mesh is riddled with holes and disconnected fragments rather than a coherent flowing sculpture. Views are too zoomed-in/cropped to confirm a single readable form, and there is little sense of intentional design or flowing-time motif.

openlrm/p10
3D
CLIP 0.209 Aesth 3.94 VLM 3.00
多視角 + 評語 collage

The output is a blobby dome-like shape with marble-ish off-white coloring but lacks any sense of flowing or sculptural intent; surface is noisy with bumpy artifacts and views are roughly consistent but uninspired.

p11
角色
An astronaut in a white spacesuit holding a flag
trellis-img/p11
3D
CLIP 0.203 Aesth 4.23 VLM 4.00
多視角 + 評語 collage

A white spacesuit is clearly present and the suit texture is plausible, but there is no recognizable flag, the figure reads as a headless/limbless suit blob in an awkward floating pose, and the astronaut's body and helmet are poorly defined—hurting alignment and overall appeal.