Add model card and manifest

README.md

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+---
+pipeline_tag: image-classification
+library_name: pytorch
+tags:
+- fine-grained-image-recognition
+- image-classification
+- hierarchical-classification
+- timm
+---
+
+# Hierarchical-Backbones: hierarchical classification across pretrained backbones
+
+These are the checkpoints behind *Revisiting the Backbone, Pretraining and Transferability for Hierarchical Fine-Grained Image Recognition*, CVGIP 2025 (arXiv link to be added). Twenty-one pretrained backbones (ResNet-50, ViT-B, DeiT-B and DeiT-3-B under supervised, self-supervised and vision-language pretraining) fine-tuned for fine-grained recognition with a hierarchical classification head. The head predicts every level of the annotated label hierarchy, coarsest first: three levels on CUB and Aircraft, two on Cars. Code: [arkel23/Hierarchical](https://github.com/arkel23/Hierarchical).
+
+168 checkpoints, one per configuration, each the last epoch of one training run at 448 px.
+Each file is a `torch.save` dict with `config` (the full training configuration), `model` (the
+state dict of the backbone and head), `accuracy` and `epoch`, with no optimizer state. File names
+are the runs' experiment-log names: dataset, cluster ratio for a pseudo-hierarchy, model, `fz` for
+a frozen backbone, and the serial. Load them with
+[fgir-zoo](https://github.com/arkel23/fgir-zoo). The [collection](https://huggingface.co/collections/ERISLab/hierarchical-fgir-backbones-and-pretraining-cvgip-2025-6abab163857f4e028b3a38a1) is this work's
+page on the Hub; the paper joins it once it is on arXiv.
+
+## Layout
+
+One folder per serial.
+
+| Folder | What | Files | Mean accuracy |
+|---|---|---|---|
+| `serial_21` | Real (annotated) hierarchy, full fine-tuning, CUB/Aircraft/Cars x 21 backbones, 200 epochs, each backbone at its best learning rate from the paper's sweep, seed 1 | 63 | 90.39 |
+| `serial_58` | Aircraft x 21 backbones, 50 epochs, best learning rate, with the real hierarchy; matched with `serial_59` | 21 | 91.39 |
+| `serial_59` | Aircraft x 21 backbones, 50 epochs, best learning rate, without a hierarchy; matched with `serial_58` | 21 | 90.94 |
+| `serial_60` | Real hierarchy with a frozen backbone (only the classification head trained), the same 63 configurations at their best learning rate, 50 or 200 epochs | 63 | 64.90 |
+
+`manifest.csv` lists every file with its dataset, model, hierarchy (`real`, `pseudo` or `none`),
+cluster ratio, frozen backbone, serial, seed, epochs, image size, class count, number of levels,
+accuracy, SHA-256 and size.
+
+## Load a checkpoint and classify an image
+
+With a hierarchy the model returns a tuple of logits, one per level from coarsest to finest;
+without one it returns a single logits tensor. The finest level is the prediction. The evaluation
+transform is the training code's: a bicubic resize to 550 x 550, a 448 px center crop and ImageNet
+normalization.
+
+```python
+import torch
+from PIL import Image
+from torchvision import transforms
+from fgir_zoo import hierarchical
+
+model = hierarchical.create_model('serial_21/cub_hideit_base_patch16_224.fb_in1k_21')
+cfg = model.config
+tf = transforms.Compose([
+    transforms.Resize((cfg.test_resize_size, cfg.test_resize_size),
+                      interpolation=transforms.InterpolationMode.BICUBIC),
+    transforms.CenterCrop(cfg.image_size),
+    transforms.ToTensor(),
+    transforms.Normalize((0.485, 0.456, 0.406), (0.229, 0.224, 0.225)),
+])
+# a CUB-200-2011 test image, class index 50 (051.Horned_Grebe)
+x = tf(Image.open('Horned_Grebe_0050_34561.jpg').convert('RGB')).unsqueeze(0)
+with torch.no_grad():
+    order, family, species = model(x)  # one logits tensor per level, coarsest first
+print(species.argmax(-1).item(), species.softmax(-1).max().item())  # 50 0.8240
+```
+
+## Accuracy of the released checkpoints
+
+Top-1 accuracy (%) stored in each file: the run's own finest-level accuracy on the dataset's test
+split after the last epoch. The papers report the maximum over a learning-rate sweep, so their
+tables differ. Per-file accuracy is in `manifest.csv`; the table below covers
+`serial_21`.
+
+| Model | aircraft (21) | cars (21) | cub (21) |
+|---|---|---|---|
+| `hideit3_base_patch16_224.fb_in1k` | 92.08 | 93.40 | 88.63 |
+| `hideit3_base_patch16_224.fb_in22k_ft_in1k` | 92.98 | 93.65 | 90.63 |
+| `hideit_base_patch16_224.fb_in1k` | 92.11 | 93.06 | 88.82 |
+| `hiresnet50.a1_in1k` | 92.92 | 93.14 | 85.78 |
+| `hiresnet50.fb_ssl_yfcc100m_ft_in1k` | 93.07 | 94.28 | 85.55 |
+| `hiresnet50.fb_swsl_ig1b_ft_in1k` | 93.10 | 94.28 | 85.48 |
+| `hiresnet50.gluon_in1k` | 93.01 | 94.23 | 85.24 |
+| `hiresnet50.in1k_mocov3` | 93.07 | 93.53 | 84.85 |
+| `hiresnet50.in1k_spark` | 91.27 | 92.38 | 78.63 |
+| `hiresnet50.in1k_supcon` | 93.34 | 94.24 | 85.38 |
+| `hiresnet50.in1k_swav` | 92.65 | 93.86 | 86.02 |
+| `hiresnet50.in21k_miil` | 93.01 | 93.74 | 87.85 |
+| `hiresnet50.tv2_in1k` | 92.80 | 93.81 | 87.28 |
+| `hiresnet50.tv_in1k` | 92.71 | 94.09 | 86.16 |
+| `hivit_base_patch16_224.dino` | 88.00 | 91.10 | 86.47 |
+| `hivit_base_patch16_224.in1k_mocov3` | 90.19 | 93.07 | 87.73 |
+| `hivit_base_patch16_224.mae` | 83.62 | 92.79 | 85.26 |
+| `hivit_base_patch16_224.orig_in21k` | 89.32 | 91.73 | 90.97 |
+| `hivit_base_patch16_224_miil.in21k` | 90.49 | 92.13 | 90.21 |
+| `hivit_base_patch16_clip_224.laion2b` | 86.41 | 92.36 | 80.45 |
+| `hivit_base_patch16_siglip_224.v2_webli` | 93.40 | 95.06 | 87.81 |
+
+## Requirements
+
+- `fgir-zoo` (`pip install git+https://github.com/arkel23/fgir-zoo.git`), which pins
+  `timm==0.9.12`
+- `torch` (checked with 2.5.1)
+
+## Citation
+
+```bibtex
+@inproceedings{surya_revisiting_2025,
+  title     = {Revisiting the Backbone, Pretraining and Transferability for Hierarchical
+               Fine-Grained Image Recognition},
+  author    = {Surya, Augusto Christian and Rios, Edwin Arkel and Lai, Bo-Cheng and Hu, Min-Chun},
+  booktitle = {Computer Vision, Graphics, and Image Processing (CVGIP)},
+  year      = {2025},
+  eprint    = {TBA},
+  note      = {A. C. Surya and E. A. Rios contributed equally. arXiv ID to be added.}
+}
+```

manifest.csv

@@ -0,0 +1,169 @@
+name,group,stem,filename,hub_path,repo_id,dataset,model_name,hierarchy,cluster_ratio,frozen,serial,seed,epochs,image_size,num_classes,num_levels,accuracy,loads,sha256,bytes
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