Papers › ImageDream: Image-Prompt Multi-view Diffusion for 3D Generation

ImageDream: Image-Prompt Multi-view Diffusion for 3D Generation

2 Dec 2023arXiv:2312.02201archive 2025-07-28

Peng Wang, Yichun Shi

We introduce "ImageDream," an innovative image-prompt, multi-view diffusion model for 3D object generation. ImageDream stands out for its ability to produce 3D models of higher quality compared to existing state-of-the-art, image-conditioned methods. Our approach utilizes a canonical camera coordination for the objects in images, improving visual geometry accuracy. The model is designed with various levels of control at each block inside the diffusion model based on the input image, where global control shapes the overall object layout and local control fine-tunes the image details. The effectiveness of ImageDream is demonstrated through extensive evaluations using a standard prompt list. For more information, visit our project page at https://Image-Dream.github.io.

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bytedance/imagedream mentioned on GitHubjaxApache-2.0 report

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2ran · honoured contract
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convert_opengl_to_blender bytedance/imagedream/extern/ImageDream/imagedream/camera_utils.py community (archive-listed) ran · honoured contract fingerprinted Apache-2.0 (permissive) · 7a9ea072a01a7648 · report
create_camera_to_world_matrix bytedance/imagedream/extern/ImageDream/imagedream/camera_utils.py community (archive-listed) ran · honoured contract fingerprinted Apache-2.0 (permissive) · 26d260aa12e2547d · report
default bytedance/imagedream/extern/ImageDream/imagedream/ldm/modules/attention.py community (archive-listed) ran · violated contract Apache-2.0 (permissive) · 424012cb37b31172 · report
exists bytedance/imagedream/extern/ImageDream/imagedream/ldm/modules/attention.py community (archive-listed) ran · violated contract Apache-2.0 (permissive) · aa5486a3650902d8 · report
isimage bytedance/imagedream/extern/ImageDream/imagedream/ldm/util.py community (archive-listed) ran Apache-2.0 (permissive) · b1368330cf0f5642 · report
ismap bytedance/imagedream/extern/ImageDream/imagedream/ldm/util.py community (archive-listed) ran Apache-2.0 (permissive) · d72762b700feee6f · report
tail bytedance/imagedream/gradio_app.py community (archive-listed) ran · our draft was wrong Apache-2.0 (permissive) · e93da14f176f38af · report
uniq bytedance/imagedream/extern/ImageDream/imagedream/ldm/modules/attention.py community (archive-listed) ran · our draft was wrong Apache-2.0 (permissive) · 9a299fe5ae09e407 · report
get_config_file bytedance/imagedream/extern/ImageDream/imagedream/model_zoo.py community (archive-listed) unverified Apache-2.0 (permissive) · 891db689dd9c6996 · report
log_txt_as_img bytedance/imagedream/extern/ImageDream/imagedream/ldm/util.py community (archive-listed) unverified Apache-2.0 (permissive) · f9bd2e83191afad1 · report
normalize_camera bytedance/imagedream/extern/ImageDream/imagedream/camera_utils.py community (archive-listed) unverified Apache-2.0 (permissive) · 424bd980da36bf72 · report
on_model_selector_change bytedance/imagedream/gradio_app.py community (archive-listed) unverified Apache-2.0 (permissive) · 849b90aa3c658242 · report

Tasks

3D GenerationObject

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Methods

Diffusion

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