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Paper · 2304.04269 · ICCV · 2023

HumanSD: A Native Skeleton-Guided Diffusion Model for Human Image Generation

Jianan Wang, Lei Zhang, Ailing Zeng, Qiang Xu, Xuan Ju, Chenchen Zhao

arXiv · PDF · Open in the Atlas

Code that ran

We lifted 15 functions out of this paper's own repositories and ran 10 of them in a sandbox. "Ran" means the function executed on a synthesized input and returned a value. It is not a reproduction of the paper's results.

RepositoryRoleRan
IDEA-Research/HumanSD canonical 2 of 2
xiangchenyin/grpose pwc_unofficial 8 of 13
FunctionStatusWhere it lives
act_layer Ran xiangchenyin/grpose/gcn_lib/torch_nn.py
code served (permissive licence) · get_code("9cb7add8f210b472")
batched_index_select Ran xiangchenyin/grpose/gcn_lib/torch_nn.py
code served (permissive licence) · get_code("996eec2334fe011e")
create_canvas Ran IDEA-Research/HumanSD/comparison_models/ControlNet/gradio_scribble2image_interactive.py
code served (permissive licence) · get_code("88bc9ba7e67563ce")
draw_humansd_skeleton Ran xiangchenyin/grpose/eval_pose.py
code served (permissive licence) · get_code("3b582d5c81aa38e7")
get_node_name Ran IDEA-Research/HumanSD/comparison_models/ControlNet/tool_add_control.py
code served (permissive licence) · get_code("0dbf855dab1ab575")
norm_layer Ran xiangchenyin/grpose/gcn_lib/torch_nn.py
code served (permissive licence) · get_code("09e6ddb17c0adf28")
numpy_to_pil Ran xiangchenyin/grpose/eval_pose.py
code served (permissive licence) · get_code("b70d35eca4b3a67c")
pairwise_distance Ran xiangchenyin/grpose/gcn_lib/torch_edge.py
code served (permissive licence) · get_code("82aeae314890e7ed")
part_pairwise_distance Ran xiangchenyin/grpose/gcn_lib/torch_edge.py
code served (permissive licence) · get_code("102d0e5b09e9b385")
xy_pairwise_distance Ran xiangchenyin/grpose/gcn_lib/torch_edge.py
code served (permissive licence) · get_code("160401504e7d0dbb")
get_2d_relative_pos_embed Not yet run xiangchenyin/grpose/gcn_lib/pos_embed.py
code served (permissive licence) · get_code("571021715428528c")
get_2d_sincos_pos_embed Not yet run xiangchenyin/grpose/gcn_lib/pos_embed.py
code served (permissive licence) · get_code("3185afc3e87293ed")
get_2d_sincos_pos_embed_from_grid Not yet run xiangchenyin/grpose/gcn_lib/pos_embed.py
code served (permissive licence) · get_code("f10004e059714d42")
get_state_dict Not yet run xiangchenyin/grpose/cldm/utils.py
code served (permissive licence) · get_code("cfc17707f35e7ec4")
load_state_dict Not yet run xiangchenyin/grpose/cldm/utils.py
code served (permissive licence) · get_code("df733a879693145d")

Repositories linked to this paper

Some links come from the archived Papers with Code dataset (CC BY-SA 4.0): attribution and licence.

Abstract

Cartoon, a woman holds a chain on the sea Acrobatics, a man doing handstand in the mountains Sculpture, a statue of two children reading a book Shadow play, two people dressed orientally dancing Ink painting, a girl kneels down and picks up flowers Kids drawing, a couple in traditional clothes sitting Drama, a group of women sitting on chairs in a room Kids drawing, a family with children and flowers Digital art, a fighter jet with people standing around Ink painting, a man rides a horse Garage kit, a figurine girl in a blue dress Mural, a mosaic depicting a man and woman dancing Oil painting, a child holding a basket of fruit Watercolor, a woman in a blue dress Cartoon, a girl with orange hair * Equal contribution. ‡ Work done during an internship at IDEA.

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