Create README.md
Browse files
README.md
ADDED
@@ -0,0 +1,32 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
language: en
|
3 |
+
license: mit
|
4 |
+
tags:
|
5 |
+
- atc
|
6 |
+
---
|
7 |
+
|
8 |
+
# Fine-Tuned Agglomerative Token Clustering - DeiT-Small-Single - ImageNet-1k
|
9 |
+
|
10 |
+
### Model Details
|
11 |
+
Agglomerative Token Clustering (ATC), a novel hierarchical hard-merging based token reduction method.
|
12 |
+
|
13 |
+
- **Developed by:** Joakim Bruslund Haurum, Sergio Escalera, Graham W. Taylor, and Thomas B. Moeslund
|
14 |
+
- **Model type:** Vision Transformer
|
15 |
+
- **License:** MIT
|
16 |
+
- **Task:** Image Classification
|
17 |
+
|
18 |
+
### Model Card
|
19 |
+
- **Backbone:** DeiT-Small
|
20 |
+
- **Token Reduction Method:** ATC
|
21 |
+
- **Linkage Function:** Single
|
22 |
+
- **Reduction Ratio:** {0.25, 0.5, 0.7, 0.9}
|
23 |
+
- **Reduction Stages:** 3, 6, 9
|
24 |
+
|
25 |
+
### More Resources
|
26 |
+
- **Repository:** [https://github.com/JoakimHaurum/ATC](https://github.com/JoakimHaurum/ATC)
|
27 |
+
- **Paper:** [TBD](TBD)
|
28 |
+
- **Project Page:** [https://vap.aau.dk/atc](https://vap.aau.dk/atc)
|
29 |
+
- **HuggingFace Collection:** [https://huggingface.co/collections/joakimbh/agglomerative-token-clustering-66e94dfb313e85ec97590fe4](https://huggingface.co/collections/joakimbh/agglomerative-token-clustering-66e94dfb313e85ec97590fe4)
|
30 |
+
|
31 |
+
### Use
|
32 |
+
The model files contain both standard and EMA model parameters. The version which gave the best performance is indicated with the "ema_best" boolean.
|