Creative Sketch Generation
Authors: Songwei Ge, Vedanuj Goswami, Larry Zitnick, Devi Parikh
ICLR 2021 | Conference PDF | Archive PDF | Plain Text | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | Quantitative evaluations as well as human studies demonstrate that sketches generated by our approach are more creative and of higher quality than existing approaches. |
| Researcher Affiliation | Collaboration | Songwei Ge University of Maryland, College Park songweig@umd.edu Vedanuj Goswami & C. Lawrence Zitnick Facebook AI Research {vedanuj,zitnick}@fb.com Devi Parikh Facebook AI Research Georgia Institute of Technology parikh@gatech.edu |
| Pseudocode | No | No explicit pseudocode or algorithm blocks were found in the paper. |
| Open Source Code | Yes | Our datasets, code, and a web demo are publicly available 1. songweige.github.io/projects/creative_sketech_generation/home.html |
| Open Datasets | Yes | Our datasets, code, and a web demo are publicly available 1. songweige.github.io/projects/creative_sketech_generation/home.html ... To this end, we trained an Inception model on the Quick Draw3.8M dataset (Xu et al., 2020). |
| Dataset Splits | Yes | The dataset contains 345 classes and each class contains 9, 000 training samples, 1, 000 validation samples, and 1, 000 test samples. |
| Hardware Specification | Yes | Our training time of each creature and bird part generator is approximately 4 and 2 days on a single NVIDIA Quadro GV100 Volta GPU. |
| Software Dependencies | No | The paper mentions using the Adam optimizer and Style GAN2 architecture but does not specify version numbers for general software dependencies like Python, PyTorch/TensorFlow, or CUDA. |
| Experiment Setup | Yes | We picked a learning rate of 10^-4 and a batch size of 40 for both the discriminator and generator. We use the Adam optimizer... with β1 = 0, β2 = 0.99, ϵ = 10^-8. ... We train the creature part generators for 60, 000 steps and bird part generators for 30, 000 steps. |