A Plug-and-Play Image Registration Network
Authors: Junhao Hu, Weijie Gan, Zhixin Sun, Hongyu An, Ulugbek Kamilov
ICLR 2024 | Conference PDF | Archive PDF | Plain Text | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | Our numerical results on OASIS and CANDI datasets show that our methods achieve state-of-the-art performance on DIR. |
| Researcher Affiliation | Academia | Junhao Hu , Weijie Gan , Zhixin Sun, Hongyu An, Ulugbek S. Kamilov Washington University in St. Louis, St. Louis, MO, USA {hjunhao,weijie.gan,zhixin.sun,hongyuan,kamilov}@wustl.edu |
| Pseudocode | No | No explicit pseudocode or algorithm block was found. |
| Open Source Code | No | The paper does not provide an explicit statement or link to open-source code for the described methodology. |
| Open Datasets | Yes | We validated PIRATE and PIRATE+ on two widely used datasets: OASIS-1 (Marcus et al., 2007) and CANDI (Kennedy et al., 2012). |
| Dataset Splits | No | For both datasets, we randomly shuffled the images and allocated 100 unique image pairs for training and another 100 unique image pairs for evaluation. No explicit mention of a separate validation split or its size was found. |
| Hardware Specification | No | The paper does not provide specific hardware details (e.g., GPU/CPU models, processor types) used for running its experiments. |
| Software Dependencies | No | The paper mentions software components like 'Adam optimizer' and 'Dn CNN' but does not provide specific version numbers for any software, libraries, or programming languages used. |
| Experiment Setup | Yes | In training phase of the denoiser, we used Adam (Kingma & Ba, 2014) optimizer with learning rate 1e 4 for 400 epochs... For DEQ in PIRATE+, we used Adam optimizer with learning rate 1 10 5 for 50 epochs. We assigned w0 to 1, w1 to 5, w2 to 1 for both datasets... PIRATE achieved the best performance by assigning γ0 to 5 105, α to 5 10 1, and τ to 1 10 7 for OASIS-1. α was assigned to 5 10 1 for CANDI while γ0 and α stayed the same. |