{"work":{"id":"048e5b25-5ecc-4e77-8fde-96d39ca7f6e4","openalex_id":null,"doi":null,"arxiv_id":"2310.15110","raw_key":null,"title":"Zero123++: a Single Image to Consistent Multi-view Diffusion Base Model","authors":null,"authors_text":"Ruoxi Shi, Hansheng Chen, Zhuoyang Zhang, Minghua Liu, Chao Xu, Xinyue Wei","year":2023,"venue":"cs.CV","abstract":"We report Zero123++, an image-conditioned diffusion model for generating 3D-consistent multi-view images from a single input view. To take full advantage of pretrained 2D generative priors, we develop various conditioning and training schemes to minimize the effort of finetuning from off-the-shelf image diffusion models such as Stable Diffusion. Zero123++ excels in producing high-quality, consistent multi-view images from a single image, overcoming common issues like texture degradation and geometric misalignment. Furthermore, we showcase the feasibility of training a ControlNet on Zero123++ for enhanced control over the generation process. The code is available at https://github.com/SUDO-AI-3D/zero123plus.","external_url":"https://arxiv.org/abs/2310.15110","cited_by_count":null,"metadata_source":"pith","metadata_fetched_at":"2026-05-23T05:45:28.457370+00:00","pith_arxiv_id":"2310.15110","created_at":"2026-05-08T18:44:00.028230+00:00","updated_at":"2026-05-23T05:45:28.457370+00:00","title_quality_ok":true,"display_title":"Zero123++: a Single Image to Consistent Multi-view Diffusion Base Model","render_title":"Zero123++: a Single Image to Consistent Multi-view Diffusion Base Model"},"hub":{"state":{"work_id":"048e5b25-5ecc-4e77-8fde-96d39ca7f6e4","tier":"hub","tier_reason":"10+ Pith inbound or 1,000+ external citations","pith_inbound_count":31,"external_cited_by_count":null,"distinct_field_count":3,"first_pith_cited_at":"2024-04-10T17:48:37+00:00","last_pith_cited_at":"2026-05-20T17:55:16+00:00","author_build_status":"not_needed","summary_status":"needed","contexts_status":"needed","graph_status":"needed","ask_index_status":"not_needed","reader_status":"not_needed","recognition_status":"not_needed","updated_at":"2026-05-26T21:37:00.850717+00:00","tier_text":"hub"},"tier":"hub","role_counts":[{"context_role":"background","n":7},{"context_role":"method","n":1}],"polarity_counts":[{"context_polarity":"background","n":7},{"context_polarity":"use_method","n":1}],"runs":{},"summary":{},"graph":{},"authors":[]}}