WebJun 17, 2024 · Nevertheless, a linear probe on the 1536 features from the best layer of iGPT-L trained on 48×48 images yields 65.2% top-1 accuracy, outperforming AlexNet. … WebJun 17, 2024 · Nevertheless, a linear probe on the 1536 features from the best layer of iGPT-L trained on 48×48 images yields 65.2% top-1 accuracy, outperforming AlexNet. Contrastive methods typically report their best results on 8192 features, so we would ideally evaluate iGPT with an embedding dimension of 8192 for comparison.
ImageNet-C Zenodo
WebMay 6, 2024 · This repository contains the ImageNet-C dataset from Benchmarking Neural Network Robustness to Common Corruptions and Perturbations. noise.tar (21GB) … WebFeb 25, 2024 · Our empirical study for SSP is performed on the ImageNet dataset. All experiments are conducted with ResNet-50 and pretrained in 200 or 800 epochs. ... UDA, FixMatch. Table 2 reports the Top-1 and Top-5 accuracy on the ImageNet validation set. HEXA improves its counterparts, MoCo-v2 and DeepCluster-v2, in all cases. By fine … shuri and bucky barnes
Papers with Code - OpenMatch: Open-set Consistency …
WebJun 17, 2024 · We train iGPT-S, iGPT-M, and iGPT-L, transformers containing 76M, 455M, and 1.4B parameters respectively, on ImageNet. We also train iGPT-XL [^footnote-igptxl], a 6.8 billion parameter transformer, on a mix of ImageNet and images from the web.Due to the large computational cost of modeling long sequences with dense attention, we train … WebNov 23, 2024 · On ImageNet with 1% labels, CoMatch achieves a top-1 accuracy of 66.0%, outperforming FixMatch by 12.6%. Furthermore, CoMatch achieves better representation learning performance on downstream tasks, outperforming both supervised learning and self-supervised learning. WebMay 6, 2024 · This repository contains the ImageNet-C dataset from Benchmarking Neural Network Robustness to Common Corruptions and Perturbations. noise.tar (21GB) contains gaussian_noise, shot_noise, and impulse_noise. blur.tar (7GB) contains defocus_blur, glass_blur, motion_blur, and zoom_blur. weather.tar (12GB) contains frost, snow, fog, … shuri african