Target-Free Text-Guided Image Manipulation
Authors: Wan-Cyuan Fan, Cheng-Fu Yang, Chiao-An Yang, Yu-Chiang Frank Wang
AAAI 2023 | Conference PDF | Archive PDF | Plain Text | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | We conduct extensive experiments on the datasets of CLEVR and COCO, and the effectiveness and generalizability of our proposed method can be successfully verified. |
| Researcher Affiliation | Collaboration | Wan-Cyuan Fan1, Cheng-Fu Yang2, Chiao-An Yang3, Yu-Chiang Frank Wang1, 4 1National Taiwan University 2UCLA 3Purdue University 4NVIDIA |
| Pseudocode | Yes | For complete learning details (including pseudo code) of our c Mani GAN, please refer to the supplementary material. |
| Open Source Code | No | The paper provides a 'Project page: sites.google.com/view/wancyuanfan/ projects/cmanigan' but this is not explicitly stated to be a source code repository. |
| Open Datasets | Yes | The CLEVR dataset (Johnson et al. 2017) is created for multimodal learning tasks... The COCO dataset (Lin et al. 2014) contains 118k real-world scene images for training... We will make the datasets publicly available for reproduction and comparison purposes. |
| Dataset Splits | Yes | CLEVR... with about 28.1K/4.6K paired synthesized images for training/validation. COCO... with about 12K/3K samples for training/validation. |
| Hardware Specification | No | The paper mentions support from 'National Center for High-performance Computing (NCHC) and Taiwan Computing Cloud (TWCC) for providing computational and storage resources' but does not specify exact hardware models (e.g., GPU/CPU types). |
| Software Dependencies | No | The paper mentions software tools like 'Core NLP', 'BERT', 'T5', and 'NLTK tools' but does not provide specific version numbers for any of them. |
| Experiment Setup | No | The paper states 'Please refer to the supplementary materials for the full objectives and implementation details.' and 'For more ablation studies of objective function and reasoner module, please refer to our supplementary materials.', indicating that detailed experimental setup information is not present in the main text. |