1 code implementation • 5 Dec 2023 • Soroush Abbasi Koohpayegani, Anuj Singh, K L Navaneet, Hadi Jamali-Rad, Hamed Pirsiavash
To achieve this, inspired by recent diffusion based image editing techniques, we limit the number of diffusion iterations to ensure the generated image retains low-level and background features from the source image while representing the target category, resulting in a hard negative sample for the source category.
1 code implementation • 12 Oct 2022 • Ojas Kishorkumar Shirekar, Anuj Singh, Hadi Jamali-Rad
Humans have a unique ability to learn new representations from just a handful of examples with little to no supervision.
Contrastive Learning Unsupervised Few-Shot Image Classification +1
1 code implementation • 22 Aug 2022 • Anuj Singh, Hadi Jamali-Rad
The versatility to learn from a handful of samples is the hallmark of human intelligence.
1 code implementation • 29 Mar 2021 • Hadi Jamali-Rad, Mohammad Abdizadeh, Anuj Singh
Classical federated learning approaches incur significant performance degradation in the presence of non-IID client data.