Zheng Zhang, Tianjun Xiao, Tong He, Jiaxin Cheng, Zixu Zhao, Yicong Zhou
We lifted 13 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.
| Repository | Role | Ran |
|---|---|---|
| cplusx/rich_context_l2i | canonical | 10 of 13 |
| Function | Status | Where it lives |
|---|---|---|
| clip_image | Ran | cplusx/rich_context_l2i/callbacks/common.py pointer only (licence: NONE) · get_code("43749669b9801ca6") |
| exists | Ran | cplusx/rich_context_l2i/misc_utils/model_utils.py pointer only (licence: NONE) · get_code("608e364a9d2376a3") |
| format_dtype_and_shape | Ran | cplusx/rich_context_l2i/callbacks/common.py pointer only (licence: NONE) · get_code("43cc14973f357339") |
| get_coco_id_mapping | Ran | cplusx/rich_context_l2i/diffusion_dataset/COCOStuff.py pointer only (licence: NONE) · get_code("862ce6b655ad9e1f") |
| get_obj_from_str | Ran | cplusx/rich_context_l2i/misc_utils/model_utils.py pointer only (licence: NONE) · get_code("221b2d116fdf1032") |
| load_boxdiff_image | Ran | cplusx/rich_context_l2i/evaluation.py pointer only (licence: NONE) · get_code("47ed05cc10ac81e2") |
| load_gligen_image | Ran | cplusx/rich_context_l2i/evaluation.py pointer only (licence: NONE) · get_code("59fdc706e1142dc3") |
| load_instdiff_image | Ran | cplusx/rich_context_l2i/evaluation.py pointer only (licence: NONE) · get_code("8e721c9b6023bbf1") |
| rename_duplicated_label_with_index | Ran | cplusx/rich_context_l2i/diffusion_dataset/LAION_synthetic.py pointer only (licence: NONE) · get_code("41527b34aedeb1bb") |
| unnorm | Ran | cplusx/rich_context_l2i/callbacks/common.py pointer only (licence: NONE) · get_code("5639833613f1f408") |
| get_cocostuff_caption_dataset | Not yet run | cplusx/rich_context_l2i/diffusion_dataset/COCOStuff.py pointer only (licence: NONE) · get_code("cf2e00fe902bb93e") |
| get_cocostuff_dataset | Not yet run | cplusx/rich_context_l2i/diffusion_dataset/COCOStuff.py pointer only (licence: NONE) · get_code("b8024f9ffe4b18f6") |
| instantiate_from_config | Not yet run | cplusx/rich_context_l2i/misc_utils/model_utils.py pointer only (licence: NONE) · get_code("f0ac78b4e05be194") |
Some links come from the archived Papers with Code dataset (CC BY-SA 4.0): attribution and licence.
Figure 1: The proposed method demonstrates the ability to accurately generate objects with complex descriptions in the correct locations while faithfully preserving the details specified in the text. In contrast, existing methods such as BoxDiff [57], R&B [56], GLIGEN [25], and InstDiff [54] struggle with the complex object descriptions, leading to errors in the generated objects.
The same record, over MCP at https://syntology.ai/mcp:
get_harvested_code_for_paper("2409.04847")
get_code_for_paper("2409.04847")
have("2409.04847")
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