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Added h0mini model
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‎README.md‎

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@@ -28,6 +28,7 @@ We introduce **THUNDER**, a comprehensive benchmark designed to rigorously compa
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## News
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* **2025-11-21**: As requested (https://github.com/MICS-Lab/thunder/issues/6), H0-mini is now supported in THUNDER. Its downstream performance was integrated into the [up-to-date rank-sum leaderboard](https://mics-lab.github.io/thunder/leaderboards/#up-to-date-rank-sum-leaderboard) and the [SPIDER leaderboard](https://mics-lab.github.io/thunder/leaderboards/#spider-leaderboard).
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* **2025-11-14**: GIGAPATH and KAIKO-ViT model variants (S/8, S/16, B/8, B/16) are now supported in THUNDER. The downstream performance of GIGAPATH, KAIKO-S/16 and KAIKO-B/16 were integrated into the [up-to-date rank-sum leaderboard](https://mics-lab.github.io/thunder/leaderboards/#up-to-date-rank-sum-leaderboard) and the [SPIDER leaderboard](https://mics-lab.github.io/thunder/leaderboards/#spider-leaderboard).
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* **2025-11-11**: You can now run any task in THUNDER on a custom dataset. Check the [tutorial](https://mics-lab.github.io/thunder/custom_dataset/) to learn more about this feature.
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* **2025-10-30**: DINOv3 model variants (B, S, L) are now supported in THUNDER. Their downstream performance was integrated along with SPIDER results into a new [up-to-date rank-sum leaderboard](https://mics-lab.github.io/thunder/leaderboards/#up-to-date-rank-sum-leaderboard).

‎docs/index.md‎

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|SegPath Lymphocytes | segpath_lymphocytes| Segm. | 2 | Multi | 256x256 | 40x | 110,457 |
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## Supported foundation models
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|Name |Benchmark name | Vision arch. | Params. | Training method | VLM | Pathology |
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| :--------------------- | :--------------------: | :----------: | :-----: | :-------------: | :-: | :-------: |
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|GIGAPATH | provgigapath | ViT-G/14 | 1.1B | DINOv2 | |x |
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|HIBOU-B | hiboub | ViT-B/14 | 86M | DINOv2 | |x |
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|HIBOU-L | hiboul | ViT-L/14 | 307M | DINOv2 | |x |
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|H−OPTIMUS−0 | hoptimus0 | ViT-G/14 | 1.1B | DINOv2 | |x |
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|H−OPTIMUS−1 | hoptimus1 | ViT-G/14 | 1.1B | DINOv2 | |x |
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|KAIKO-S/8 | kaiko_vits8 | ViT-S/8 | 22M | DINO | |x |
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|KAIKO-S/16 | kaiko_vits16 | ViT-S/16 | 22M | DINO | |x |
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|KAIKO-B/8 | kaiko_vitb8 | ViT-B/8 | 86M | DINO | |x |
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|KAIKO-B/16 | kaiko_vitb16 | ViT-B/16 | 86M | DINO | |x |
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|MIDNIGHT | midnight | ViT-G/14 | 1.1B | DINOv2 | |x |
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|PHIKON | phikon | ViT-B/16 | 86M | iBOT | |x |
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|PHIKON2 | phikon2 | ViT-L/16 | 307M | DINOv2 | |x |
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|UNI | uni | ViT-L/16 | 307M | DINOv2 | |x |
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|UNI2-H | uni2h | ViT-H/14 | 681M | DINOv2 | |x |
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|VIRCHOW | virchow | ViT-H/14 | 632M | DINOv2 | |x |
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|VIRCHOW2 | virchow2 | ViT-H/14 | 632M | DINOv2 | |x |
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|CONCH | conch | ViT-B/16 | 86M | CoCa, iBOT |x |x |
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|CONCH 1.5 | titan | ViT-L/16 | 307M | CoCa |x |x |
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|KEEP | keep | ViT-L/16 | 307M | CLIP |x |x |
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|MUSK | musk | V-FFN | 202M | CoCa, BEiT-3 |x |x |
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|PLIP | plip | ViT-B/32 | 86M | CLIP |x |x |
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|QUILTNET | quiltnetb32 | ViT-B/32 | 86M | CLIP |x |x |
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|DINOv2-B | dinov2base | ViT-B/14 | 86M | DINOv2 | | |
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|DINOv2-L | dinov2large | ViTL/14 | 307M | DINOv2 | | |
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|ViT-B/16 | vitbasepatch16224in21k | ViT-B/16 | 86M | Imagenet | | |
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|ViT-L/16 | vitlargepatch16224in21k| ViT-L/16 | 307M | Imagenet | | |
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|CLIP-B/32 | clipvitbasepatch32 | ViT-B/32 | 86M | CLIP |x | |
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|CLIP-L/14 | clipvitlargepatch14 | ViT-L/14 | 307M | CLIP |x | |
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|Name |Benchmark name | Vision arch. | Params. | Training method | VLM | Pathology |
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| :--------------------- | :--------------------: | :----------: | :-----: | :---------------------------------------: | :-: | :-------: |
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|GIGAPATH | provgigapath | ViT-G/14 | 1.1B | DINOv2 | |x |
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|HIBOU-B | hiboub | ViT-B/14 | 86M | DINOv2 | |x |
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|HIBOU-L | hiboul | ViT-L/14 | 307M | DINOv2 | |x |
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|H−OPTIMUS−0 | hoptimus0 | ViT-G/14 | 1.1B | DINOv2 | |x |
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|H0-mini | h0mini | ViT-B/14 | 86M | DINOv2 (teacher: H−OPTIMUS−0) | |x |
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|H−OPTIMUS−1 | hoptimus1 | ViT-G/14 | 1.1B | DINOv2 | |x |
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|KAIKO-S/8 | kaiko_vits8 | ViT-S/8 | 22M | DINO | |x |
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|KAIKO-S/16 | kaiko_vits16 | ViT-S/16 | 22M | DINO | |x |
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|KAIKO-B/8 | kaiko_vitb8 | ViT-B/8 | 86M | DINO | |x |
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|KAIKO-B/16 | kaiko_vitb16 | ViT-B/16 | 86M | DINO | |x |
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|MIDNIGHT | midnight | ViT-G/14 | 1.1B | DINOv2 | |x |
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|PHIKON | phikon | ViT-B/16 | 86M | iBOT | |x |
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|PHIKON2 | phikon2 | ViT-L/16 | 307M | DINOv2 | |x |
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|UNI | uni | ViT-L/16 | 307M | DINOv2 | |x |
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|UNI2-H | uni2h | ViT-H/14 | 681M | DINOv2 | |x |
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|VIRCHOW | virchow | ViT-H/14 | 632M | DINOv2 | |x |
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|VIRCHOW2 | virchow2 | ViT-H/14 | 632M | DINOv2 | |x |
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|CONCH | conch | ViT-B/16 | 86M | CoCa, iBOT |x |x |
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|CONCH 1.5 | titan | ViT-L/16 | 307M | CoCa |x |x |
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|KEEP | keep | ViT-L/16 | 307M | CLIP |x |x |
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|MUSK | musk | V-FFN | 202M | CoCa, BEiT-3 |x |x |
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|PLIP | plip | ViT-B/32 | 86M | CLIP |x |x |
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|QUILTNET | quiltnetb32 | ViT-B/32 | 86M | CLIP |x |x |
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|DINOv2-B | dinov2base | ViT-B/14 | 86M | DINOv2 | | |
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|DINOv2-L | dinov2large | ViTL/14 | 307M | DINOv2 | | |
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|ViT-B/16 | vitbasepatch16224in21k | ViT-B/16 | 86M | Imagenet | | |
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|ViT-L/16 | vitlargepatch16224in21k| ViT-L/16 | 307M | Imagenet | | |
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|CLIP-B/32 | clipvitbasepatch32 | ViT-B/32 | 86M | CLIP |x | |
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|CLIP-L/14 | clipvitlargepatch14 | ViT-L/14 | 307M | CLIP |x | |

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