Image Classification on CIFAR-10-W (OOD)
77.64AccuracyHIRPG (+) CONAN
Evaluation results
| Method | Links | |
|---|---|---|
| HIRPG (+) CONANType=Training-dependent, Vision Encoder=ResNet50, Pre-training=YFCC100M-CLIP, Setup=Joint training2024.03 | 77.64 | |
| CHB (+) CONANType=Training-dependent, Vision Encoder=ResNet50, Pre-training=YFCC100M-CLIP, Setup=Joint training2024.03 | 75.96 | |
| LE (+) CONANType=Training-dependent, Vision Encoder=ResNet50, Pre-training=YFCC100M-CLIP, Setup=Joint training2024.03 | 75.13 | |
| SC (+) CONANType=Training-dependent, Vision Encoder=ResNet50, Pre-training=YFCC100M-CLIP, Setup=Joint training2024.03 | 75.04 | |
| HIRPGType=Training-dependent, Vision Encoder=ResNet50, Pre-training=YFCC100M-CLIP, Setup=Joint training2024.03 | 74.47 | |
| LEType=Training-dependent, Vision Encoder=ResNet50, Pre-training=YFCC100M-CLIP, Setup=Joint training2024.03 | 73.51 | |
| SCType=Training-dependent, Vision Encoder=ResNet50, Pre-training=YFCC100M-CLIP, Setup=Joint training2024.03 | 71.3 | |
| CHBType=Training-dependent, Vision Encoder=ResNet50, Pre-training=YFCC100M-CLIP, Setup=Joint training2024.03 | 70.61 | |
| CCG (+) CONANType=Training-dependent, Vision Encoder=ResNet50, Pre-training=YFCC100M-CLIP, Setup=Joint training2024.03 | 63.14 | |
| Manually AnnotatedType=Training-dependent, Vision Encoder=ResNet50, Pre-training=YFCC100M-CLIP, Setup=Joint training2024.03 | 59.12 | |
| CCGType=Training-dependent, Vision Encoder=ResNet50, Pre-training=YFCC100M-CLIP, Setup=Joint training2024.03 | 58.25 | |
| Glide-synType=Training-dependent, Vision Encoder=ResNet50, Pre-training=YFCC100M-CLIP, Setup=Joint training2024.03 | 55.93 | |
| SuS-X-SDType=Training-free, Vision Encoder=ResNet50, Pre-training=YFCC100M-CLIP, Setup=Joint training2024.03 | 53.08 | |
| SD-ClfType=Training-free, Vision Encoder=ResNet50, Pre-training=YFCC100M-CLIP, Setup=Joint training2024.03 | 52.48 | |
| VisDescType=Training-free, Vision Encoder=ResNet50, Pre-training=YFCC100M-CLIP, Setup=Joint training2024.03 | 51.83 | |
| CALIPType=Training-free, Vision Encoder=ResNet50, Pre-training=YFCC100M-CLIP, Setup=Joint training2024.03 | 51.62 | |
| CuPLType=Training-free, Vision Encoder=ResNet50, Pre-training=YFCC100M-CLIP, Setup=Joint training2024.03 | 50.5 | |
| CLIP-ZSType=Training-free, Vision Encoder=ResNet50, Pre-training=YFCC100M-CLIP, Setup=Joint training2024.03 | 14.69 |