📊
Dataset

Steer3d Data

by ziqima hf-dataset--ziqima--steer3d-data
Nexus Index
44.0 Top 0%
S / A / P / R / Q Breakdown Calibration Pending

Pillar scores are computed during the next indexing cycle.

Tech Context
Vital Performance
0 DL / 30D
0.0%

This repository contains the training data for the paper Feedforward 3D Editing via Text-Steerable Image-to-3D. Project Page: https://glab-caltech.github.io/steer3d/ Code: https://github.com/ziqi-ma/Steer3D The directory contains training metadata used for texture, removal, and addition. contains the input images, identified by a unique uuid for each object. We release TRELLIS latents of all source and target ...

Data Integrity 44 FNI Score
- Size
- Rows
Parquet Format
- Tokens
Dataset Information Summary
Entity Passport
Registry ID hf-dataset--ziqima--steer3d-data
Provider huggingface
📜

Cite this dataset

Academic & Research Attribution

BibTeX
@misc{hf_dataset__ziqima__steer3d_data,
  author = {ziqima},
  title = {Steer3d Data Dataset},
  year = {2026},
  howpublished = {\url{https://huggingface.co/datasets/ziqima/Steer3D-Data}},
  note = {Accessed via Free2AITools Knowledge Fortress}
}
APA Style
ziqima. (2026). Steer3d Data [Dataset]. Free2AITools. https://huggingface.co/datasets/ziqima/Steer3D-Data

đŸ”ŦTechnical Deep Dive

Full Specifications [+]

âš–ī¸ Nexus Index V2.0

44.0
ESTIMATED IMPACT TIER
Semantic (S) 50
Authority (A) 0
Popularity (P) 0
Recency (R) 0
Quality (Q) 0

đŸ’Ŧ Index Insight

FNI V2.0 for Steer3d Data: Semantic (S:50), Authority (A:0), Popularity (P:0), Recency (R:0), Quality (Q:0).

Free2AITools Nexus Index

Verification Authority

Unbiased Data Node Refresh: VFS Live
âŦ‡ī¸
Downloads
29,962

đŸ‘ī¸ Data Preview

📊

Row-level preview not available for this dataset.

Schema structure is shown in the Field Logic panel when available.

🔗 Explore Full Dataset ↗

đŸ§Ŧ Field Logic

đŸ§Ŧ

Schema not yet indexed for this dataset.

Dataset Specification


license: mit
task_categories:
- image-to-3d
tags:
- 3d-editing
- text-to-3d

Steer3D Training Data

This repository contains the training data for the paper Feedforward 3D Editing via Text-Steerable Image-to-3D.

Project Page: https://glab-caltech.github.io/steer3d/
Code: https://github.com/ziqi-ma/Steer3D

The metadata directory contains training metadata used for texture, removal, and addition. data/images contains the input images, identified by a unique uuid for each object. We release TRELLIS latents of all source and target assets in data/latents, also identified by the uuid.

Sample Usage

This dataset is used to train the Steer3D model. Below are examples of how to train Stage 1 and Stage 2 of the model using this dataset, adapted from the GitHub repository.

First, ensure your PYTHONPATH is set to the root directory of the Steer3D repository:

export PYTHONPATH=[path to Steer3D]

Flow-matching training of Stage 1:

python trainers/train_stage1.py --config configs/stage1_controlnet.json --output_dir outputs/stage1

Flow-matching training of Stage 2:

python trainers/train_stage2.py --config configs/stage2_controlnet.json --output_dir outputs/stage2

DPO of Stage 2:

python trainers/train_stage2.py --config configs/stage2_dpo.json --output_dir outputs/stage2dpo

Finetuning Stage 1 backbone:

python trainers/train_stage1_backbone.py \
        --config configs/stage1_base_sft.json \
        --output_dir outputs/stage1_sft
Top Tier

Social Proof

HuggingFace Hub
30.0KDownloads
🔄 Daily sync (03:00 UTC)

AI Summary: Based on Hugging Face metadata. Not a recommendation.

📊 FNI Methodology 📚 Knowledge Baseâ„šī¸ Verify with original source

đŸ›Ąī¸ Dataset Transparency Report

Verified data manifest for traceability and transparency.

100% Data Disclosure Active

🆔 Identity & Source

id
hf-dataset--ziqima--steer3d-data
source
huggingface
author
ziqima
tags
task_categories:image-to-3dlicense:mitmodality:imagearxiv:2512.13678region:us3d-editingtext-to-3d

âš™ī¸ Technical Specs

architecture
null
params billions
null
context length
null

📊 Engagement & Metrics

likes
0
downloads
29,962

Free2AITools Constitutional Data Pipeline: Curated disclosure mode active. (V15.x Standard)