Slep
/

CondViT-B16-cat

@@ -1,96 +1,106 @@
----
-license: cc-by-nc-4.0
-model-index:
-- name: CondViT-B16-cat
-  results:
-  - dataset:
-      name: LAION - Referred Visual Search - Fashion
-      split: test
-      type: Slep/LAION-RVS-Fashion
-    metrics:
-    - name: R@1 +10K Dist.
-      type: recall_at_1|10000
-      value: 93.44 ± 0.83
-    - name: R@5 +10K Dist.
-      type: recall_at_5|10000
-      value: 98.07 ± 0.37
-    - name: R@10 +10K Dist.
-      type: recall_at_10|10000
-      value: 98.69 ± 0.38
-    - name: R@20 +10K Dist.
-      type: recall_at_20|10000
-      value: 98.98 ± 0.34
-    - name: R@50 +10K Dist.
-      type: recall_at_50|10000
-      value: 99.55 ± 0.18
-    - name: R@1 +100K Dist.
-      type: recall_at_1|100000
-      value: 85.90 ± 1.37
-    - name: R@5 +100K Dist.
-      type: recall_at_5|100000
-      value: 94.22 ± 0.87
-    - name: R@10 +100K Dist.
-      type: recall_at_10|100000
-      value: 96.04 ± 0.68
-    - name: R@20 +100K Dist.
-      type: recall_at_20|100000
-      value: 97.18 ± 0.56
-    - name: R@50 +100K Dist.
-      type: recall_at_50|100000
-      value: 98.28 ± 0.34
-    - name: R@1 +500K Dist.
-      type: recall_at_1|500000
-      value: 78.19 ± 1.59
-    - name: R@5 +500K Dist.
-      type: recall_at_5|500000
-      value: 88.70 ± 1.15
-    - name: R@10 +500K Dist.
-      type: recall_at_10|500000
-      value: 91.46 ± 1.02
-    - name: R@20 +500K Dist.
-      type: recall_at_20|500000
-      value: 94.07 ± 0.86
-    - name: R@50 +500K Dist.
-      type: recall_at_50|500000
-      value: 96.11 ± 0.64
-    - name: R@1 +1M Dist.
-      type: recall_at_1|1000000
-      value: 74.49 ± 1.23
-    - name: R@5 +1M Dist.
-      type: recall_at_5|1000000
-      value: 85.38 ± 1.29
-    - name: R@10 +1M Dist.
-      type: recall_at_10|1000000
-      value: 88.95 ± 1.15
-    - name: R@20 +1M Dist.
-      type: recall_at_20|1000000
-      value: 91.35 ± 0.93
-    - name: R@50 +1M Dist.
-      type: recall_at_50|1000000
-      value: 94.75 ± 0.75
-    - name: Available Dists.
-      type: n_dists
-      value: 2000014
-    - name: Embedding Dimension
-      type: embedding_dim
-      value: 512
-    - name: Conditioning
-      type: conditioning
-      value: category
-    source:
-      name: LRVSF Leaderboard
-      url: https://huggingface.co/spaces/Slep/LRVSF-Leaderboard
-    task:
-      type: Retrieval
-tags:
-- lrvsf-benchmark
----
 # Conditional ViT - B/16 - Categories
-*Introduced in **Weakly-Supervised Conditional Embedding for Referred Visual Search**, Lepage et al. 2023*
-[`Paper`](https://arxiv.org/abs/2306.02928) | [`Training Data`](https://huggingface.co/datasets/Slep/LAION-RVS-Fashion) | [`Training Code`](https://github.com/Simon-Lepage/CondViT-LRVSF) | [`Demo`](https://huggingface.co/spaces/Slep/CondViT-LRVSF-Demo)
 ## General Infos

+---
+license: cc-by-nc-4.0
+model-index:
+- name: CondViT-B16-cat
+  results:
+  - dataset:
+      name: LAION - Referred Visual Search - Fashion
+      split: test
+      type: Slep/LAION-RVS-Fashion
+    metrics:
+    - name: R@1 +10K Dist.
+      type: recall_at_1|10000
+      value: 93.44 ± 0.83
+    - name: R@5 +10K Dist.
+      type: recall_at_5|10000
+      value: 98.07 ± 0.37
+    - name: R@10 +10K Dist.
+      type: recall_at_10|10000
+      value: 98.69 ± 0.38
+    - name: R@20 +10K Dist.
+      type: recall_at_20|10000
+      value: 98.98 ± 0.34
+    - name: R@50 +10K Dist.
+      type: recall_at_50|10000
+      value: 99.55 ± 0.18
+    - name: R@1 +100K Dist.
+      type: recall_at_1|100000
+      value: 85.90 ± 1.37
+    - name: R@5 +100K Dist.
+      type: recall_at_5|100000
+      value: 94.22 ± 0.87
+    - name: R@10 +100K Dist.
+      type: recall_at_10|100000
+      value: 96.04 ± 0.68
+    - name: R@20 +100K Dist.
+      type: recall_at_20|100000
+      value: 97.18 ± 0.56
+    - name: R@50 +100K Dist.
+      type: recall_at_50|100000
+      value: 98.28 ± 0.34
+    - name: R@1 +500K Dist.
+      type: recall_at_1|500000
+      value: 78.19 ± 1.59
+    - name: R@5 +500K Dist.
+      type: recall_at_5|500000
+      value: 88.70 ± 1.15
+    - name: R@10 +500K Dist.
+      type: recall_at_10|500000
+      value: 91.46 ± 1.02
+    - name: R@20 +500K Dist.
+      type: recall_at_20|500000
+      value: 94.07 ± 0.86
+    - name: R@50 +500K Dist.
+      type: recall_at_50|500000
+      value: 96.11 ± 0.64
+    - name: R@1 +1M Dist.
+      type: recall_at_1|1000000
+      value: 74.49 ± 1.23
+    - name: R@5 +1M Dist.
+      type: recall_at_5|1000000
+      value: 85.38 ± 1.29
+    - name: R@10 +1M Dist.
+      type: recall_at_10|1000000
+      value: 88.95 ± 1.15
+    - name: R@20 +1M Dist.
+      type: recall_at_20|1000000
+      value: 91.35 ± 0.93
+    - name: R@50 +1M Dist.
+      type: recall_at_50|1000000
+      value: 94.75 ± 0.75
+    - name: Available Dists.
+      type: n_dists
+      value: 2000014
+    - name: Embedding Dimension
+      type: embedding_dim
+      value: 512
+    - name: Conditioning
+      type: conditioning
+      value: category
+    source:
+      name: LRVSF Leaderboard
+      url: https://huggingface.co/spaces/Slep/LRVSF-Leaderboard
+    task:
+      type: Retrieval
+tags:
+- lrvsf-benchmark
+datasets:
+- Slep/LAION-RVS-Fashion
+---
 # Conditional ViT - B/16 - Categories
+*Introduced in <a href=https://arxiv.org/abs/2306.02928>**LRVSF-Fashion: Extending Visual Search with Referring Instructions**</a>, Lepage et al. 2023*
+<div align="center">
+<div id=links>
+|Data|Code|Models|Spaces|
+|:-:|:-:|:-:|:-:|
+|[Full Dataset](https://huggingface.co/datasets/Slep/LAION-RVS-Fashion)|[Training Code](https://github.com/Simon-Lepage/CondViT-LRVSF)|[Categorical Model](https://huggingface.co/Slep/CondViT-B16-cat)|[LRVS-F Leaderboard](https://huggingface.co/spaces/Slep/LRVSF-Leaderboard)|
+|[Test set](https://zenodo.org/doi/10.5281/zenodo.11189942)|[Benchmark Code](https://github.com/Simon-Lepage/LRVSF-Benchmark)|[Textual Model](https://huggingface.co/Slep/CondViT-B16-txt)|[Demo](https://huggingface.co/spaces/Slep/CondViT-LRVSF-Demo)|
+</div>
+</div>
 ## General Infos