diff --git a/.gitattributes b/.gitattributes
index 004781588fd029cd2b8fc72ac397357d84ede5f8..82850d2c356b4ac4e441ce443482a3d34f39fa7d 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -46,18 +46,28 @@ static/videos/shiba.mp4 filter=lfs diff=lfs merge=lfs -text
static/videos/steve.mp4 filter=lfs diff=lfs merge=lfs -text
static/videos/teaser.mp4 filter=lfs diff=lfs merge=lfs -text
static/videos/toby.mp4 filter=lfs diff=lfs merge=lfs -text
-assets/mels filter=lfs diff=lfs merge=lfs -text
-english_demo filter=lfs diff=lfs merge=lfs -text
-multilingual_demo/** filter=lfs diff=lfs merge=lfs -text
+
+# Track common binary assets for the demo
+*.wav filter=lfs diff=lfs merge=lfs -text
+*.mp3 filter=lfs diff=lfs merge=lfs -text
+*.flac filter=lfs diff=lfs merge=lfs -text
+*.ogg filter=lfs diff=lfs merge=lfs -text
+*.m4a filter=lfs diff=lfs merge=lfs -text
+*.aac filter=lfs diff=lfs merge=lfs -text
+*.png filter=lfs diff=lfs merge=lfs -text
+*.jpg filter=lfs diff=lfs merge=lfs -text
+*.jpeg filter=lfs diff=lfs merge=lfs -text
+*.webp filter=lfs diff=lfs merge=lfs -text
.wav filter=lfs diff=lfs merge=lfs -text
.png filter=lfs diff=lfs merge=lfs -text
-.jpg filter=lfs diff=lfs merge=lfs -text
-.jpeg filter=lfs diff=lfs merge=lfs -text
-.webp filter=lfs diff=lfs merge=lfs -text
.mp3 filter=lfs diff=lfs merge=lfs -text
.flac filter=lfs diff=lfs merge=lfs -text
.ogg filter=lfs diff=lfs merge=lfs -text
.m4a filter=lfs diff=lfs merge=lfs -text
.aac filter=lfs diff=lfs merge=lfs -text
-*.png filter=lfs diff=lfs merge=lfs -text
-*.wav filter=lfs diff=lfs merge=lfs -text
+.jpg filter=lfs diff=lfs merge=lfs -text
+.jpeg filter=lfs diff=lfs merge=lfs -text
+.webp filter=lfs diff=lfs merge=lfs -text
+assets/mels filter=lfs diff=lfs merge=lfs -text
+english_demo filter=lfs diff=lfs merge=lfs -text
+multilingual_demo/** filter=lfs diff=lfs merge=lfs -text
diff --git a/.python-version b/.python-version
new file mode 100644
index 0000000000000000000000000000000000000000..24ee5b1be9961e38a503c8e764b7385dbb6ba124
--- /dev/null
+++ b/.python-version
@@ -0,0 +1 @@
+3.13
diff --git a/README.md b/README.md
index 772c8e8c6d061964913a8ba0ea9a8df018c51ec1..9bb3c6dd605959e0fe2f9c083c440b49853f5457 100644
--- a/README.md
+++ b/README.md
@@ -9,19 +9,19 @@ license: mit
short_description: Demo page for Sidon speech restoration model
---
-# Nerfies
+## Usage
-This is the repository that contains source code for the [Nerfies website](https://nerfies.github.io).
+- Add your audio files to `assets/audio/`:
+ - `assets/audio/sample1_noisy.wav`
+ - `assets/audio/sample1_restored.wav`
+- Generate mel-spectrogram images (optional helper in `tools/`):
+ - Install deps: `pip install librosa matplotlib`
+ - Create images:
+ - `python tools/make_mel_images.py assets/audio/sample1_noisy.wav assets/mels/sample1_noisy.png`
+ - `python tools/make_mel_images.py assets/audio/sample1_restored.wav assets/mels/sample1_restored.png`
+- Open `index.html` and duplicate one of the “Sample” boxes to add more items. Update the file paths per sample.
-If you find Nerfies useful for your work please cite:
-```
-@article{park2021nerfies
- author = {Park, Keunhong and Sinha, Utkarsh and Barron, Jonathan T. and Bouaziz, Sofien and Goldman, Dan B and Seitz, Steven M. and Martin-Brualla, Ricardo},
- title = {Nerfies: Deformable Neural Radiance Fields},
- journal = {ICCV},
- year = {2021},
-}
-```
+The page uses Bulma CSS and standard HTML5 audio elements, so no backend is required. Serve statically (e.g., `python -m http.server`).
# Website License

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
diff --git a/assets/audio/.gitkeep b/assets/audio/.gitkeep
new file mode 100644
index 0000000000000000000000000000000000000000..8b137891791fe96927ad78e64b0aad7bded08bdc
--- /dev/null
+++ b/assets/audio/.gitkeep
@@ -0,0 +1 @@
+
diff --git a/assets/mels/.gitkeep b/assets/mels/.gitkeep
new file mode 100644
index 0000000000000000000000000000000000000000..8b137891791fe96927ad78e64b0aad7bded08bdc
--- /dev/null
+++ b/assets/mels/.gitkeep
@@ -0,0 +1 @@
+
diff --git a/assets/mels/cmn_hans_cn_miipher.png b/assets/mels/cmn_hans_cn_miipher.png
new file mode 100644
index 0000000000000000000000000000000000000000..c61582faccdef80d0aa607c94fdc6944ba5b5f8b
--- /dev/null
+++ b/assets/mels/cmn_hans_cn_miipher.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3c22e27fa3cb9ac2c28014843b0f903d3c12c3cafb601c1f341407b15cc3ea4e
+size 137395
diff --git a/assets/mels/cmn_hans_cn_noisy.png b/assets/mels/cmn_hans_cn_noisy.png
new file mode 100644
index 0000000000000000000000000000000000000000..90ba84553fe0d6ebc6fd66f2b19ad24489e23838
--- /dev/null
+++ b/assets/mels/cmn_hans_cn_noisy.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1d18750de91f9e28415a4606804175ce59132dc810d8fca4b1ab76859f63b78c
+size 171575
diff --git a/assets/mels/cmn_hans_cn_restored.png b/assets/mels/cmn_hans_cn_restored.png
new file mode 100644
index 0000000000000000000000000000000000000000..a1fb302f5750ba4aca11380830d5ac5971f61fb2
--- /dev/null
+++ b/assets/mels/cmn_hans_cn_restored.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7fcb137ee3a73cc29995a7de2bbc87f43a15dfa07b23dcc2c8b03e995545faf0
+size 164753
diff --git a/assets/mels/en_1320_122617_gt.png b/assets/mels/en_1320_122617_gt.png
new file mode 100644
index 0000000000000000000000000000000000000000..385b2ae25346581a2b13bcd9a7c1011a7f70d4ac
--- /dev/null
+++ b/assets/mels/en_1320_122617_gt.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c2f01e93ebdb00fe0447e2f0ff0222d185618fcdcb3628495f27f27629ee92f1
+size 188972
diff --git a/assets/mels/en_1320_122617_miipher.png b/assets/mels/en_1320_122617_miipher.png
new file mode 100644
index 0000000000000000000000000000000000000000..b5d876bc1e6ecf0b83cc986d39a1701adc2c3ef0
--- /dev/null
+++ b/assets/mels/en_1320_122617_miipher.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f6e4c315f7aa6509e48da838721e5024c4c651b29796c9ece57e213f61d91c0e
+size 182952
diff --git a/assets/mels/en_1320_122617_restored.png b/assets/mels/en_1320_122617_restored.png
new file mode 100644
index 0000000000000000000000000000000000000000..152503c320f26b2cb9aeefc5cf2be7f25b725607
--- /dev/null
+++ b/assets/mels/en_1320_122617_restored.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6c7977809b268255b515ab866ecf000e91de7bfffee844554a90e631ddb17acb
+size 197300
diff --git a/assets/mels/en_1580_141084_gt.png b/assets/mels/en_1580_141084_gt.png
new file mode 100644
index 0000000000000000000000000000000000000000..d4856e5113a23ce9cd0f8666e34d539f4e3698d7
--- /dev/null
+++ b/assets/mels/en_1580_141084_gt.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1e3c088b68ea7586102e9e3fb47d30ebc41d95e4985310a8bee19d1ff3754e86
+size 97338
diff --git a/assets/mels/en_1580_141084_miipher.png b/assets/mels/en_1580_141084_miipher.png
new file mode 100644
index 0000000000000000000000000000000000000000..fd4482e3b2ed15bd93ba24d5727d099340ae8471
--- /dev/null
+++ b/assets/mels/en_1580_141084_miipher.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e1d33e2937edab8a9265489f9e985b6d2783b50395d8c9f1df3611f5e6da8264
+size 91342
diff --git a/assets/mels/en_1580_141084_restored.png b/assets/mels/en_1580_141084_restored.png
new file mode 100644
index 0000000000000000000000000000000000000000..c34f349287fd7e1c805d846c01745f2147d13acd
--- /dev/null
+++ b/assets/mels/en_1580_141084_restored.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9a71d59c50903bb3fa867f60b969a9fa9aa4180e0e91c1ad45254cb8e73d03ca
+size 98307
diff --git a/assets/mels/en_237_126133_gt.png b/assets/mels/en_237_126133_gt.png
new file mode 100644
index 0000000000000000000000000000000000000000..6a8ed3c09ab4863c0430fa8f1824c7c596eccac5
--- /dev/null
+++ b/assets/mels/en_237_126133_gt.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:eff85c427d4f8ea6e8edf4a6f08333d51feca005d3b8051de463baa3cdbaa004
+size 194242
diff --git a/assets/mels/en_237_126133_miipher.png b/assets/mels/en_237_126133_miipher.png
new file mode 100644
index 0000000000000000000000000000000000000000..17b4b97bfc687474b25f59bdf5a3585abc357ba5
--- /dev/null
+++ b/assets/mels/en_237_126133_miipher.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f45562f6473da0f92b88283670db4759f017c55a7fa7b050834cfd8875d43f0b
+size 173529
diff --git a/assets/mels/en_237_126133_restored.png b/assets/mels/en_237_126133_restored.png
new file mode 100644
index 0000000000000000000000000000000000000000..06dcce69d9c85e973da025ab9cac67874825f717
--- /dev/null
+++ b/assets/mels/en_237_126133_restored.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6ccfd1a934f228da88e00e5be9bccf3ae1b9fe2c751d537620258b4a702db1b8
+size 192114
diff --git a/assets/mels/en_6829_68769_gt.png b/assets/mels/en_6829_68769_gt.png
new file mode 100644
index 0000000000000000000000000000000000000000..ad63052c53c9676b092998b284206cfa0cfa3c0b
--- /dev/null
+++ b/assets/mels/en_6829_68769_gt.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:34df0fab45e73a670bf79820d5314fa26398b01c7d97e39707d30426f8fce84d
+size 59874
diff --git a/assets/mels/en_6829_68769_miipher.png b/assets/mels/en_6829_68769_miipher.png
new file mode 100644
index 0000000000000000000000000000000000000000..81cea1c66948a662a7f455cc08565a5a3d41c9b8
--- /dev/null
+++ b/assets/mels/en_6829_68769_miipher.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b89a16eab0c390fe5a5800601bf9dec27b3208f166ab32045494092eef435a15
+size 58028
diff --git a/assets/mels/en_6829_68769_restored.png b/assets/mels/en_6829_68769_restored.png
new file mode 100644
index 0000000000000000000000000000000000000000..f30ef67710d5c8b2093bec8076114ad4b7dc384a
--- /dev/null
+++ b/assets/mels/en_6829_68769_restored.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ad02c160684d3ba053c2aaaff3e0510f728b44c026285a2b28daf8d32265c146
+size 59957
diff --git a/assets/mels/en_6930_76324_gt.png b/assets/mels/en_6930_76324_gt.png
new file mode 100644
index 0000000000000000000000000000000000000000..4871b1bc0bca83ec6a1dc3e738547dfb091864ed
--- /dev/null
+++ b/assets/mels/en_6930_76324_gt.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5564db230b3492a83dabb49f630c228ef1ff0477d10b7376eb2cfff56e12ba76
+size 65401
diff --git a/assets/mels/en_6930_76324_miipher.png b/assets/mels/en_6930_76324_miipher.png
new file mode 100644
index 0000000000000000000000000000000000000000..77284a6e03efe9d21cabb5a35e3eb82a99ad3a45
--- /dev/null
+++ b/assets/mels/en_6930_76324_miipher.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d73545fc0e42093e88391a4021522db6cf33fc21bcf5100acddf52fd5e9835c1
+size 66832
diff --git a/assets/mels/en_6930_76324_restored.png b/assets/mels/en_6930_76324_restored.png
new file mode 100644
index 0000000000000000000000000000000000000000..c1983d2c9d687fb7cee8855e881fece02e51c57e
--- /dev/null
+++ b/assets/mels/en_6930_76324_restored.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e64ea30349f01acf62e7cbd8c77efc052881c11b267b32966e05282e5f892e5f
+size 69971
diff --git a/assets/mels/en_us_multi_miipher.png b/assets/mels/en_us_multi_miipher.png
new file mode 100644
index 0000000000000000000000000000000000000000..f4eeeaa85d1c1131e05a7528c79da8287df8de85
--- /dev/null
+++ b/assets/mels/en_us_multi_miipher.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ab9166eef450020833ac896605343f24e6cd506c3f1532a46c635d567ff9cb62
+size 115825
diff --git a/assets/mels/en_us_multi_noisy.png b/assets/mels/en_us_multi_noisy.png
new file mode 100644
index 0000000000000000000000000000000000000000..df66d10be670eac2b9d3693c4f7f8e77446dd4f1
--- /dev/null
+++ b/assets/mels/en_us_multi_noisy.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f641751e0cda972671935d98ccf07872f57c8df762d57f6c2973dad1efd8745a
+size 143279
diff --git a/assets/mels/en_us_multi_restored.png b/assets/mels/en_us_multi_restored.png
new file mode 100644
index 0000000000000000000000000000000000000000..ef098ad372b706c99a61403131f1bb8d2ee93b61
--- /dev/null
+++ b/assets/mels/en_us_multi_restored.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e57e9c31546f6d32d007ea3e80e84b8859acef5fb48b4a5005b8094e14c65497
+size 170740
diff --git a/assets/mels/es_419_miipher.png b/assets/mels/es_419_miipher.png
new file mode 100644
index 0000000000000000000000000000000000000000..2c378df3b1c14b147f62e6bcac9af6db839c8e4f
--- /dev/null
+++ b/assets/mels/es_419_miipher.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8135255fabec85a87c49f15937b4f45b323c9f1232f3c0813923698e8cf1931b
+size 105505
diff --git a/assets/mels/es_419_noisy.png b/assets/mels/es_419_noisy.png
new file mode 100644
index 0000000000000000000000000000000000000000..c155db09cddba1ed601d4c7f141cab57d7a3752f
--- /dev/null
+++ b/assets/mels/es_419_noisy.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1d9d0ce3cc53353c3445b1029751b991103843500f4ae0871f421d2dc5cc6958
+size 145947
diff --git a/assets/mels/es_419_restored.png b/assets/mels/es_419_restored.png
new file mode 100644
index 0000000000000000000000000000000000000000..81268ed0bbe7dc30a360775921dadb1f16b0c6ff
--- /dev/null
+++ b/assets/mels/es_419_restored.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9a0cea28027b2508c4924a26efa2add1dc8ae0d383ef34e79030b4ac306b08ba
+size 139627
diff --git a/assets/mels/fr_fr_miipher.png b/assets/mels/fr_fr_miipher.png
new file mode 100644
index 0000000000000000000000000000000000000000..6ac008ab65e135250a2ef1f4ba50793c160ed7b9
--- /dev/null
+++ b/assets/mels/fr_fr_miipher.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:284b0667a8482b1c2e3ed7658ef4eaeefd47deaa1bc59b0eda1f6d5949d87c3b
+size 97100
diff --git a/assets/mels/fr_fr_noisy.png b/assets/mels/fr_fr_noisy.png
new file mode 100644
index 0000000000000000000000000000000000000000..a8b24144310e174732d5d9357ed654efc29b9387
--- /dev/null
+++ b/assets/mels/fr_fr_noisy.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bc84bfa8b87510b2457abd34ed64e7963db7a427518b3412f11a6006dfceb023
+size 159944
diff --git a/assets/mels/fr_fr_restored.png b/assets/mels/fr_fr_restored.png
new file mode 100644
index 0000000000000000000000000000000000000000..d7f6e52c9dcb6ecd34eeac9ec3f0e4bd5f8f13b2
--- /dev/null
+++ b/assets/mels/fr_fr_restored.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:78aec53d35236e863df0c76337c102cc9421fbc40839d56d19902958808c168f
+size 135212
diff --git a/assets/mels/ja_jp_miipher.png b/assets/mels/ja_jp_miipher.png
new file mode 100644
index 0000000000000000000000000000000000000000..8de6b9bedb07c3fa5ff6cecd143c7e9dcf89cd16
--- /dev/null
+++ b/assets/mels/ja_jp_miipher.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:261955e1581846c1a66a328c40a5fdebdc465f5f86d44adf703cc9c5d207e146
+size 162033
diff --git a/assets/mels/ja_jp_noisy.png b/assets/mels/ja_jp_noisy.png
new file mode 100644
index 0000000000000000000000000000000000000000..6ae3909733bae5499af778b64c537e4d8361e4b1
--- /dev/null
+++ b/assets/mels/ja_jp_noisy.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:74174a9f976c845e6a6b455b2ec395095d2bc0d482a36ba59dbb7370ae9d5189
+size 175950
diff --git a/assets/mels/ja_jp_restored.png b/assets/mels/ja_jp_restored.png
new file mode 100644
index 0000000000000000000000000000000000000000..b10b42ce5a7554e8329474fe389debb7069593f9
--- /dev/null
+++ b/assets/mels/ja_jp_restored.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8aefd7b7f7dba68c111c6942e4bc80de79870e69ebdcd6d4f450a29be8957e05
+size 185035
diff --git a/assets/mels/ko_kr_miipher.png b/assets/mels/ko_kr_miipher.png
new file mode 100644
index 0000000000000000000000000000000000000000..71cbd1b0fe0215383406c88c5168fc5d061e9121
--- /dev/null
+++ b/assets/mels/ko_kr_miipher.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fc8acb4192f67252538d97224346813dab7b34c2219a00a14f611170bc3c1615
+size 83314
diff --git a/assets/mels/ko_kr_noisy.png b/assets/mels/ko_kr_noisy.png
new file mode 100644
index 0000000000000000000000000000000000000000..4b00cb370fed1fcaa0142d1fdfc38b1cfd40e10b
--- /dev/null
+++ b/assets/mels/ko_kr_noisy.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a938614d74a66d73617450def01863ddc2905612d5fb6fe9a63398627a53cce1
+size 167365
diff --git a/assets/mels/ko_kr_restored.png b/assets/mels/ko_kr_restored.png
new file mode 100644
index 0000000000000000000000000000000000000000..4b12b9927e7d700648e6974ef93125bf5b6c4675
--- /dev/null
+++ b/assets/mels/ko_kr_restored.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:eff31c97520b926c02676ac181adfe6a8e0a0ce0d0ea417e333e6e687bc7d201
+size 111772
diff --git a/assets/mels/pl_pl_miipher.png b/assets/mels/pl_pl_miipher.png
new file mode 100644
index 0000000000000000000000000000000000000000..9e9def762df00251695efbd8dd76c31cfccc5e6a
--- /dev/null
+++ b/assets/mels/pl_pl_miipher.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2d6b3f635c561d6cfbb300a692caf14f761fd889396613da5c4129f2a72ca01d
+size 117606
diff --git a/assets/mels/pl_pl_noisy.png b/assets/mels/pl_pl_noisy.png
new file mode 100644
index 0000000000000000000000000000000000000000..36d2b607ac45e67dc06581831e258af55200fe21
--- /dev/null
+++ b/assets/mels/pl_pl_noisy.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3668238c1d536d6fe4c7ee3db38f4f883e4245969034f4124ba840dbd5d6727a
+size 133291
diff --git a/assets/mels/pl_pl_restored.png b/assets/mels/pl_pl_restored.png
new file mode 100644
index 0000000000000000000000000000000000000000..f5b8796d1721f24fc6520ca50f2b796e88f95522
--- /dev/null
+++ b/assets/mels/pl_pl_restored.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:25360cea376fdb1732930e47f9ec47b553887c316e8e4db684a913d64fca62af
+size 145619
diff --git a/assets/mels/pt_br_miipher.png b/assets/mels/pt_br_miipher.png
new file mode 100644
index 0000000000000000000000000000000000000000..0e773843c8d7cf930e7e6fd87bcae1de61216ec5
--- /dev/null
+++ b/assets/mels/pt_br_miipher.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0d393e633b396fd74c51ae7decaf0605b9e0f65206e6a463511c6ba4d3b3d58e
+size 75683
diff --git a/assets/mels/pt_br_noisy.png b/assets/mels/pt_br_noisy.png
new file mode 100644
index 0000000000000000000000000000000000000000..f6773fdc100cef257f1cd7cd6ec15e93dd68c14e
--- /dev/null
+++ b/assets/mels/pt_br_noisy.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:492443a637eae211cc777f6f434c7c8f28de97f3d5cc1d214e061bf88b73af7d
+size 173411
diff --git a/assets/mels/pt_br_restored.png b/assets/mels/pt_br_restored.png
new file mode 100644
index 0000000000000000000000000000000000000000..14cec80b95cd1a7a0a4b22cdc218170dd320497e
--- /dev/null
+++ b/assets/mels/pt_br_restored.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2247b6aaebb629f41943b327efe8f58e4df8a27e7d6bf6b253a4cf709f605967
+size 81265
diff --git a/assets/mels/ru_ru_miipher.png b/assets/mels/ru_ru_miipher.png
new file mode 100644
index 0000000000000000000000000000000000000000..393a51a86ce8abf6cb3cc29ac619b24288165133
--- /dev/null
+++ b/assets/mels/ru_ru_miipher.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7998fab304ff2ff2550997dc723fee35f22e8551f1742b582f8e46476b0dc4bc
+size 123900
diff --git a/assets/mels/ru_ru_noisy.png b/assets/mels/ru_ru_noisy.png
new file mode 100644
index 0000000000000000000000000000000000000000..a32be1ec64fab069f78c4b4fb3ab9760b3816676
--- /dev/null
+++ b/assets/mels/ru_ru_noisy.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5f24eb49cc9c1b2db0df8fff14449e5d224b5453d1e819c40c56c88704ae556c
+size 162791
diff --git a/assets/mels/ru_ru_restored.png b/assets/mels/ru_ru_restored.png
new file mode 100644
index 0000000000000000000000000000000000000000..1704d279aea6d79561577251d7d5d35803a249c9
--- /dev/null
+++ b/assets/mels/ru_ru_restored.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cdfeb1073d25cc4ace07b5d9c4d0aaf564a80009c2b65601b7e86c76f8d96fc6
+size 148585
diff --git a/assets/mels/tr_tr_miipher.png b/assets/mels/tr_tr_miipher.png
new file mode 100644
index 0000000000000000000000000000000000000000..45b2ce9fba2bdf36bc29846396029759486887f8
--- /dev/null
+++ b/assets/mels/tr_tr_miipher.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1880100f987c78c46c12f415312535ce2501e8fdb84aa2d90c220edb94743d23
+size 120389
diff --git a/assets/mels/tr_tr_noisy.png b/assets/mels/tr_tr_noisy.png
new file mode 100644
index 0000000000000000000000000000000000000000..e8a563cececd4e44be5fb1c19869f7fb4102c6f0
--- /dev/null
+++ b/assets/mels/tr_tr_noisy.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7daee84156c8d2054ec29e5ed402d89462c9a58aad06089266ee95e5815e1fc3
+size 174834
diff --git a/assets/mels/tr_tr_restored.png b/assets/mels/tr_tr_restored.png
new file mode 100644
index 0000000000000000000000000000000000000000..0e4550a1a008be503c2a92757b550f419d7a45fc
--- /dev/null
+++ b/assets/mels/tr_tr_restored.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:30605c4acc532a0953c07367309319f82e4598262a4aab806772320b64c61336
+size 142284
diff --git a/assets/samples.json b/assets/samples.json
new file mode 100644
index 0000000000000000000000000000000000000000..877079992b6d1e79b21f4e2e5f551e2c0afc6c0d
--- /dev/null
+++ b/assets/samples.json
@@ -0,0 +1,154 @@
+{
+ "samples": [
+ {
+ "id": "cmn_hans_cn",
+ "title": "Chinese (cmn_hans_cn)",
+ "noisy": "multilingual_demo/cmn_hans_cn/noisy/9164262831491631784.wav",
+ "miipher": "multilingual_demo/cmn_hans_cn/miipher/9164262831491631784.wav",
+ "restored": "multilingual_demo/cmn_hans_cn/sidon/9164262831491631784.wav",
+ "noisy_mel": "assets/mels/cmn_hans_cn_noisy.png",
+ "miipher_mel": "assets/mels/cmn_hans_cn_miipher.png",
+ "restored_mel": "assets/mels/cmn_hans_cn_restored.png"
+ },
+ {
+ "id": "ja_jp",
+ "title": "Japanese (ja_jp)",
+ "noisy": "multilingual_demo/ja_jp/noisy/11179370060482213220.wav",
+ "miipher": "multilingual_demo/ja_jp/miipher/11179370060482213220.wav",
+ "restored": "multilingual_demo/ja_jp/sidon/11179370060482213220.wav",
+ "noisy_mel": "assets/mels/ja_jp_noisy.png",
+ "miipher_mel": "assets/mels/ja_jp_miipher.png",
+ "restored_mel": "assets/mels/ja_jp_restored.png"
+ },
+ {
+ "id": "en_us_multi",
+ "title": "English (en_us from FLEURS)",
+ "noisy": "multilingual_demo/en_us/noisy/13128254958003826368.wav",
+ "miipher": "multilingual_demo/en_us/miipher/13128254958003826368.wav",
+ "restored": "multilingual_demo/en_us/sidon/13128254958003826368.wav",
+ "noisy_mel": "assets/mels/en_us_multi_noisy.png",
+ "miipher_mel": "assets/mels/en_us_multi_miipher.png",
+ "restored_mel": "assets/mels/en_us_multi_restored.png"
+ },
+ {
+ "id": "es_419",
+ "title": "Spanish (es_419)",
+ "noisy": "multilingual_demo/es_419/noisy/20096106466477420.wav",
+ "miipher": "multilingual_demo/es_419/miipher/20096106466477420.wav",
+ "restored": "multilingual_demo/es_419/sidon/20096106466477420.wav",
+ "noisy_mel": "assets/mels/es_419_noisy.png",
+ "miipher_mel": "assets/mels/es_419_miipher.png",
+ "restored_mel": "assets/mels/es_419_restored.png"
+ },
+ {
+ "id": "fr_fr",
+ "title": "French (fr_fr)",
+ "noisy": "multilingual_demo/fr_fr/noisy/16430247717013095999.wav",
+ "miipher": "multilingual_demo/fr_fr/miipher/16430247717013095999.wav",
+ "restored": "multilingual_demo/fr_fr/sidon/16430247717013095999.wav",
+ "noisy_mel": "assets/mels/fr_fr_noisy.png",
+ "miipher_mel": "assets/mels/fr_fr_miipher.png",
+ "restored_mel": "assets/mels/fr_fr_restored.png"
+ },
+ {
+ "id": "ko_kr",
+ "title": "Korean (ko_kr)",
+ "noisy": "multilingual_demo/ko_kr/noisy/11900504341992999200.wav",
+ "miipher": "multilingual_demo/ko_kr/miipher/11900504341992999200.wav",
+ "restored": "multilingual_demo/ko_kr/sidon/11900504341992999200.wav",
+ "noisy_mel": "assets/mels/ko_kr_noisy.png",
+ "miipher_mel": "assets/mels/ko_kr_miipher.png",
+ "restored_mel": "assets/mels/ko_kr_restored.png"
+ },
+ {
+ "id": "pl_pl",
+ "title": "Polish (pl_pl)",
+ "noisy": "multilingual_demo/pl_pl/noisy/406714486294992649.wav",
+ "miipher": "multilingual_demo/pl_pl/miipher/406714486294992649.wav",
+ "restored": "multilingual_demo/pl_pl/sidon/406714486294992649.wav",
+ "noisy_mel": "assets/mels/pl_pl_noisy.png",
+ "miipher_mel": "assets/mels/pl_pl_miipher.png",
+ "restored_mel": "assets/mels/pl_pl_restored.png"
+ },
+ {
+ "id": "pt_br",
+ "title": "Portuguese (pt_br)",
+ "noisy": "multilingual_demo/pt_br/noisy/15902268336857853790.wav",
+ "miipher": "multilingual_demo/pt_br/miipher/15902268336857853790.wav",
+ "restored": "multilingual_demo/pt_br/sidon/15902268336857853790.wav",
+ "noisy_mel": "assets/mels/pt_br_noisy.png",
+ "miipher_mel": "assets/mels/pt_br_miipher.png",
+ "restored_mel": "assets/mels/pt_br_restored.png"
+ },
+ {
+ "id": "ru_ru",
+ "title": "Russian (ru_ru)",
+ "noisy": "multilingual_demo/ru_ru/noisy/11105320946375128409.wav",
+ "miipher": "multilingual_demo/ru_ru/miipher/11105320946375128409.wav",
+ "restored": "multilingual_demo/ru_ru/sidon/11105320946375128409.wav",
+ "noisy_mel": "assets/mels/ru_ru_noisy.png",
+ "miipher_mel": "assets/mels/ru_ru_miipher.png",
+ "restored_mel": "assets/mels/ru_ru_restored.png"
+ },
+ {
+ "id": "tr_tr",
+ "title": "Turkish (tr_tr)",
+ "noisy": "multilingual_demo/tr_tr/noisy/1769159075613236297.wav",
+ "miipher": "multilingual_demo/tr_tr/miipher/1769159075613236297.wav",
+ "restored": "multilingual_demo/tr_tr/sidon/1769159075613236297.wav",
+ "noisy_mel": "assets/mels/tr_tr_noisy.png",
+ "miipher_mel": "assets/mels/tr_tr_miipher.png",
+ "restored_mel": "assets/mels/tr_tr_restored.png"
+ },
+ {
+ "id": "en_1320_122617",
+ "title": "English (1320_122617)",
+ "gt": "english_demo/gt/1320_122617_000029_000001.wav",
+ "miipher": "english_demo/miipher/1320_122617_000029_000001.wav",
+ "restored": "english_demo/sidon/1320_122617_000029_000001.wav",
+ "miipher_mel": "assets/mels/en_1320_122617_miipher.png",
+ "restored_mel": "assets/mels/en_1320_122617_restored.png",
+ "gt_mel": "assets/mels/en_1320_122617_gt.png"
+ },
+ {
+ "id": "en_237_126133",
+ "title": "English (237_126133)",
+ "gt": "english_demo/gt/237_126133_000023_000000.wav",
+ "miipher": "english_demo/miipher/237_126133_000023_000000.wav",
+ "restored": "english_demo/sidon/237_126133_000023_000000.wav",
+ "miipher_mel": "assets/mels/en_237_126133_miipher.png",
+ "restored_mel": "assets/mels/en_237_126133_restored.png",
+ "gt_mel": "assets/mels/en_237_126133_gt.png"
+ },
+ {
+ "id": "en_6930_76324",
+ "title": "English (6930_76324)",
+ "gt": "english_demo/gt/6930_76324_000020_000000.wav",
+ "miipher": "english_demo/miipher/6930_76324_000020_000000.wav",
+ "restored": "english_demo/sidon/6930_76324_000020_000000.wav",
+ "miipher_mel": "assets/mels/en_6930_76324_miipher.png",
+ "restored_mel": "assets/mels/en_6930_76324_restored.png",
+ "gt_mel": "assets/mels/en_6930_76324_gt.png"
+ },
+ {
+ "id": "en_6829_68769",
+ "title": "English (6829_68769)",
+ "gt": "english_demo/gt/6829_68769_000089_000001.wav",
+ "miipher": "english_demo/miipher/6829_68769_000089_000001.wav",
+ "restored": "english_demo/sidon/6829_68769_000089_000001.wav",
+ "miipher_mel": "assets/mels/en_6829_68769_miipher.png",
+ "restored_mel": "assets/mels/en_6829_68769_restored.png",
+ "gt_mel": "assets/mels/en_6829_68769_gt.png"
+ },
+ {
+ "id": "en_1580_141084",
+ "title": "English (1580_141084)",
+ "gt": "english_demo/gt/1580_141084_000077_000000.wav",
+ "miipher": "english_demo/miipher/1580_141084_000077_000000.wav",
+ "restored": "english_demo/sidon/1580_141084_000077_000000.wav",
+ "miipher_mel": "assets/mels/en_1580_141084_miipher.png",
+ "restored_mel": "assets/mels/en_1580_141084_restored.png",
+ "gt_mel": "assets/mels/en_1580_141084_gt.png"
+ }
+ ]
+}
diff --git a/english_demo/gt/1320_122617_000029_000001.wav b/english_demo/gt/1320_122617_000029_000001.wav
new file mode 100644
index 0000000000000000000000000000000000000000..1c4fd0c7cd9c4efea5f5af533cb3c5d14aebfbf2
--- /dev/null
+++ b/english_demo/gt/1320_122617_000029_000001.wav
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b2658981a9ebe00dcef48c721ffe079fc87e683e3e2b8cbd7d74f882b66f0cbd
+size 705198
diff --git a/english_demo/gt/1580_141084_000077_000000.wav b/english_demo/gt/1580_141084_000077_000000.wav
new file mode 100644
index 0000000000000000000000000000000000000000..658847ebd6b9d53548fc37e235527e305c50a5ba
--- /dev/null
+++ b/english_demo/gt/1580_141084_000077_000000.wav
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:61d0b6915bad4f14b826f4e8a695871e97a2da4553fcc6d21cf07caa2967bfc2
+size 117198
diff --git a/english_demo/gt/237_126133_000023_000000.wav b/english_demo/gt/237_126133_000023_000000.wav
new file mode 100644
index 0000000000000000000000000000000000000000..44375e929d3e52eec8cdc01d71cc038c6bb72dc4
--- /dev/null
+++ b/english_demo/gt/237_126133_000023_000000.wav
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:954921a1156f5ef94f329d66d80bc2fc25962aa3a712650d2631440fa6d1b64f
+size 370158
diff --git a/english_demo/gt/6829_68769_000089_000001.wav b/english_demo/gt/6829_68769_000089_000001.wav
new file mode 100644
index 0000000000000000000000000000000000000000..6b4857adf98e4d3579e666ee383b811542a013e8
--- /dev/null
+++ b/english_demo/gt/6829_68769_000089_000001.wav
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:35c033a8fedc1f1989ff9d7023f82eace75b462d167eb0e419c58349666a52dc
+size 65838
diff --git a/english_demo/gt/6930_76324_000020_000000.wav b/english_demo/gt/6930_76324_000020_000000.wav
new file mode 100644
index 0000000000000000000000000000000000000000..f972188410c1c3e297dec634fc086f48f62476d2
--- /dev/null
+++ b/english_demo/gt/6930_76324_000020_000000.wav
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cfe7a839e9c93a04a3441c79a2538090b06b037a5cfbc3e3fa369d7c07582842
+size 77358
diff --git a/english_demo/miipher/1320_122617_000029_000001.wav b/english_demo/miipher/1320_122617_000029_000001.wav
new file mode 100644
index 0000000000000000000000000000000000000000..98d114fc931dd0343ee79ad42a53d41e50faab86
--- /dev/null
+++ b/english_demo/miipher/1320_122617_000029_000001.wav
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:36a223261737f8a7f4bb5bae9f9b377e3947af68d67ecd47a9dcbad5cdbe6f2c
+size 704726
diff --git a/english_demo/miipher/1580_141084_000077_000000.wav b/english_demo/miipher/1580_141084_000077_000000.wav
new file mode 100644
index 0000000000000000000000000000000000000000..bcccec715aec9d60ceb7e21b8c994f954032ad3e
--- /dev/null
+++ b/english_demo/miipher/1580_141084_000077_000000.wav
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:527566df101658b179c2fce2c59ca70cd564badf14c59c889b9102e644aecfca
+size 115278
diff --git a/english_demo/miipher/237_126133_000023_000000.wav b/english_demo/miipher/237_126133_000023_000000.wav
new file mode 100644
index 0000000000000000000000000000000000000000..6f00369f621320395a16ae00014f83d33340cf61
--- /dev/null
+++ b/english_demo/miipher/237_126133_000023_000000.wav
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c233c3e64cc32a4c386dd511ffd6681e9161169c72c22e4cfe6185c824b88fb2
+size 368718
diff --git a/english_demo/miipher/6829_68769_000089_000001.wav b/english_demo/miipher/6829_68769_000089_000001.wav
new file mode 100644
index 0000000000000000000000000000000000000000..9c855c9fd798f3c95d1d081e66daeaff1efc1236
--- /dev/null
+++ b/english_demo/miipher/6829_68769_000089_000001.wav
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c952e69a02cffc6622f0045328bbd4f1442af5d56a8b6586f3c0afd355e7aa05
+size 65358
diff --git a/english_demo/miipher/6930_76324_000020_000000.wav b/english_demo/miipher/6930_76324_000020_000000.wav
new file mode 100644
index 0000000000000000000000000000000000000000..b410e781755044e8fa70f94aeab33cc6afd0a150
--- /dev/null
+++ b/english_demo/miipher/6930_76324_000020_000000.wav
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3ec48e1f23e96246eb6c4c876dd432b72fe88073ccabe6e527e0a3f50db49361
+size 76878
diff --git a/english_demo/sidon/1320_122617_000029_000001.wav b/english_demo/sidon/1320_122617_000029_000001.wav
new file mode 100644
index 0000000000000000000000000000000000000000..6fe9038fa406a9685c56b60c9039723c383b5fb1
--- /dev/null
+++ b/english_demo/sidon/1320_122617_000029_000001.wav
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7e14ab4678c30bd85c3952a46b677260ba9af58fc197ab1b1a8db94cc7dd0773
+size 1399466
diff --git a/english_demo/sidon/1580_141084_000077_000000.wav b/english_demo/sidon/1580_141084_000077_000000.wav
new file mode 100644
index 0000000000000000000000000000000000000000..750c3affbb52c6dca3b2c2a81d5d1a9013887b24
--- /dev/null
+++ b/english_demo/sidon/1580_141084_000077_000000.wav
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:81ada1b56d302927f742d8665e10bc1c3b0aa62e9fa40c12a3a4da27ca38d64a
+size 222506
diff --git a/english_demo/sidon/237_126133_000023_000000.wav b/english_demo/sidon/237_126133_000023_000000.wav
new file mode 100644
index 0000000000000000000000000000000000000000..505a0e2338f41e9e9df8a61ddb3241ba79dcab81
--- /dev/null
+++ b/english_demo/sidon/237_126133_000023_000000.wav
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d5f159ce3d494353012d6663c2f328019e5902335ccb32d43ce3ddbb6f6cdd46
+size 729386
diff --git a/english_demo/sidon/6829_68769_000089_000001.wav b/english_demo/sidon/6829_68769_000089_000001.wav
new file mode 100644
index 0000000000000000000000000000000000000000..4ad5a88f50734cc9f4a768c8a28b7e65c572c639
--- /dev/null
+++ b/english_demo/sidon/6829_68769_000089_000001.wav
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b07908196cabb586dfea830af479a67dd8522322866f265f3ca90d5a93c809fd
+size 120746
diff --git a/english_demo/sidon/6930_76324_000020_000000.wav b/english_demo/sidon/6930_76324_000020_000000.wav
new file mode 100644
index 0000000000000000000000000000000000000000..33fc643eac9720a8db40b271747c942581e580d8
--- /dev/null
+++ b/english_demo/sidon/6930_76324_000020_000000.wav
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:363e6d0547a97820dfc3cb56b1592b803e7b0fcf572efe1958f479cef15ad39c
+size 143786
diff --git a/full_result.html b/full_result.html
new file mode 100644
index 0000000000000000000000000000000000000000..5253d696d90f865895806474adb86c2dac883caf
--- /dev/null
+++ b/full_result.html
@@ -0,0 +1,2299 @@
+
+
+
+
+
| + | CER | +DNSMOS | +DNSMOS_95%_CI | +NISQA | +NISQA_95%_CI | +spk_sim | +||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| + | noisy | +miipher | +sidon | +noisy | +miipher | +sidon | +noisy | +miipher | +sidon | +noisy | +miipher | +sidon | +noisy | +miipher | +sidon | +noisy | +miipher | +sidon | +
| lang | ++ | + | + | + | + | + | + | + | + | + | + | + | + | + | + | + | + | + |
| Total | +0.084 | +0.094 | +0.090 | +2.910 | +3.352 | +3.393 | +0.003 | +0.001 | +0.001 | +3.252 | +4.475 | +4.420 | +0.005 | +0.002 | +0.002 | +1.000 | +0.979 | +0.979 | +
| af_za | +0.073 | +0.080 | +0.077 | +2.891 | +3.330 | +3.352 | +0.053 | +0.019 | +0.015 | +3.442 | +4.579 | +4.544 | +0.084 | +0.015 | +0.019 | +1.000 | +0.985 | +0.984 | +
| am_et | +0.084 | +0.094 | +0.092 | +2.944 | +3.308 | +3.369 | +0.030 | +0.012 | +0.009 | +3.389 | +4.541 | +4.537 | +0.034 | +0.014 | +0.013 | +1.000 | +0.991 | +0.990 | +
| ar_eg | +0.074 | +0.080 | +0.077 | +3.116 | +3.394 | +3.419 | +0.029 | +0.012 | +0.010 | +3.449 | +4.525 | +4.520 | +0.056 | +0.020 | +0.020 | +1.000 | +0.984 | +0.984 | +
| as_in | +0.092 | +0.101 | +0.096 | +2.853 | +3.344 | +3.395 | +0.015 | +0.007 | +0.007 | +3.337 | +4.570 | +4.498 | +0.018 | +0.009 | +0.010 | +1.000 | +0.977 | +0.977 | +
| ast_es | +0.053 | +0.060 | +0.056 | +3.164 | +3.313 | +3.322 | +0.016 | +0.012 | +0.010 | +3.996 | +4.543 | +4.465 | +0.034 | +0.009 | +0.011 | +1.000 | +0.985 | +0.987 | +
| az_az | +0.054 | +0.062 | +0.057 | +2.838 | +3.455 | +3.484 | +0.014 | +0.007 | +0.005 | +2.934 | +4.495 | +4.469 | +0.028 | +0.011 | +0.011 | +1.000 | +0.981 | +0.980 | +
| be_by | +0.037 | +0.039 | +0.038 | +2.923 | +3.362 | +3.363 | +0.019 | +0.008 | +0.008 | +3.237 | +4.474 | +4.403 | +0.024 | +0.011 | +0.009 | +1.000 | +0.982 | +0.984 | +
| bg_bg | +0.041 | +0.044 | +0.043 | +3.163 | +3.326 | +3.384 | +0.015 | +0.014 | +0.010 | +3.624 | +4.541 | +4.477 | +0.023 | +0.014 | +0.015 | +1.000 | +0.982 | +0.983 | +
| bn_in | +0.074 | +0.079 | +0.077 | +2.826 | +3.391 | +3.441 | +0.032 | +0.006 | +0.005 | +3.012 | +4.517 | +4.545 | +0.042 | +0.012 | +0.009 | +1.000 | +0.970 | +0.968 | +
| bs_ba | +0.035 | +0.042 | +0.038 | +3.090 | +3.307 | +3.367 | +0.020 | +0.009 | +0.008 | +3.646 | +4.495 | +4.453 | +0.038 | +0.013 | +0.013 | +1.000 | +0.987 | +0.985 | +
| ca_es | +0.031 | +0.032 | +0.032 | +3.112 | +3.406 | +3.410 | +0.015 | +0.007 | +0.007 | +3.323 | +4.612 | +4.544 | +0.022 | +0.010 | +0.010 | +1.000 | +0.980 | +0.983 | +
| ceb_ph | +0.042 | +0.049 | +0.044 | +2.931 | +3.291 | +3.360 | +0.033 | +0.010 | +0.009 | +2.931 | +4.323 | +4.212 | +0.043 | +0.023 | +0.030 | +1.000 | +0.977 | +0.978 | +
| ckb_iq | +0.083 | +0.090 | +0.088 | +2.859 | +3.392 | +3.459 | +0.029 | +0.008 | +0.006 | +3.176 | +4.557 | +4.480 | +0.031 | +0.009 | +0.011 | +1.000 | +0.978 | +0.973 | +
| cmn_hans_cn | +0.266 | +0.287 | +0.280 | +3.112 | +3.397 | +3.374 | +0.013 | +0.007 | +0.006 | +3.595 | +4.373 | +4.364 | +0.026 | +0.015 | +0.012 | +1.000 | +0.984 | +0.984 | +
| cs_cz | +0.031 | +0.039 | +0.034 | +3.082 | +3.166 | +3.189 | +0.015 | +0.014 | +0.014 | +3.536 | +4.320 | +4.155 | +0.030 | +0.017 | +0.022 | +1.000 | +0.983 | +0.982 | +
| cy_gb | +0.090 | +0.098 | +0.095 | +3.192 | +3.446 | +3.464 | +0.018 | +0.005 | +0.005 | +3.854 | +4.471 | +4.438 | +0.031 | +0.012 | +0.007 | +1.000 | +0.984 | +0.981 | +
| da_dk | +0.070 | +0.082 | +0.077 | +3.272 | +3.415 | +3.425 | +0.009 | +0.007 | +0.006 | +3.892 | +4.576 | +4.578 | +0.017 | +0.009 | +0.006 | +1.000 | +0.985 | +0.985 | +
| de_de | +0.027 | +0.030 | +0.029 | +3.004 | +3.273 | +3.326 | +0.016 | +0.009 | +0.009 | +3.371 | +4.373 | +4.415 | +0.032 | +0.014 | +0.012 | +1.000 | +0.985 | +0.986 | +
| el_gr | +0.053 | +0.061 | +0.057 | +3.010 | +3.407 | +3.462 | +0.020 | +0.009 | +0.007 | +3.253 | +4.552 | +4.395 | +0.044 | +0.014 | +0.016 | +1.000 | +0.982 | +0.983 | +
| en_us | +0.051 | +0.061 | +0.061 | +2.925 | +3.393 | +3.466 | +0.053 | +0.013 | +0.010 | +3.091 | +4.459 | +4.491 | +0.104 | +0.015 | +0.016 | +1.000 | +0.982 | +0.976 | +
| es_419 | +0.021 | +0.022 | +0.022 | +3.133 | +3.336 | +3.399 | +0.015 | +0.007 | +0.006 | +3.638 | +4.546 | +4.515 | +0.030 | +0.010 | +0.012 | +1.000 | +0.978 | +0.978 | +
| et_ee | +0.025 | +0.027 | +0.025 | +2.816 | +3.343 | +3.400 | +0.017 | +0.008 | +0.006 | +2.968 | +4.504 | +4.413 | +0.027 | +0.012 | +0.012 | +1.000 | +0.982 | +0.985 | +
| fa_ir | +0.046 | +0.053 | +0.050 | +2.861 | +3.419 | +3.457 | +0.024 | +0.008 | +0.007 | +3.184 | +4.552 | +4.517 | +0.041 | +0.009 | +0.011 | +1.000 | +0.984 | +0.984 | +
| ff_sn | +0.106 | +0.121 | +0.124 | +2.765 | +3.378 | +3.408 | +0.039 | +0.015 | +0.013 | +2.916 | +4.405 | +4.372 | +0.051 | +0.022 | +0.022 | +1.000 | +0.976 | +0.978 | +
| fi_fi | +0.024 | +0.027 | +0.026 | +3.043 | +3.274 | +3.277 | +0.025 | +0.011 | +0.012 | +3.609 | +4.369 | +4.249 | +0.037 | +0.025 | +0.027 | +1.000 | +0.982 | +0.984 | +
| fr_fr | +0.043 | +0.052 | +0.048 | +3.125 | +3.278 | +3.336 | +0.018 | +0.014 | +0.011 | +3.633 | +4.428 | +4.386 | +0.029 | +0.015 | +0.013 | +1.000 | +0.986 | +0.987 | +
| ga_ie | +0.257 | +0.266 | +0.264 | +3.273 | +3.398 | +3.448 | +0.012 | +0.013 | +0.012 | +4.157 | +4.491 | +4.488 | +0.017 | +0.010 | +0.008 | +1.000 | +0.986 | +0.982 | +
| gl_es | +0.029 | +0.032 | +0.030 | +2.754 | +3.256 | +3.361 | +0.039 | +0.010 | +0.008 | +3.318 | +4.542 | +4.481 | +0.030 | +0.013 | +0.016 | +1.000 | +0.983 | +0.983 | +
| gu_in | +0.064 | +0.072 | +0.072 | +3.036 | +3.388 | +3.428 | +0.011 | +0.006 | +0.006 | +3.143 | +4.584 | +4.561 | +0.023 | +0.012 | +0.011 | +1.000 | +0.979 | +0.976 | +
| ha_ng | +0.066 | +0.072 | +0.071 | +3.026 | +3.295 | +3.320 | +0.019 | +0.012 | +0.014 | +3.512 | +4.342 | +4.313 | +0.053 | +0.018 | +0.014 | +1.000 | +0.982 | +0.983 | +
| he_il | +0.168 | +0.179 | +0.172 | +2.801 | +3.298 | +3.385 | +0.041 | +0.013 | +0.010 | +3.625 | +4.564 | +4.597 | +0.064 | +0.012 | +0.012 | +1.000 | +0.980 | +0.980 | +
| hi_in | +0.064 | +0.073 | +0.069 | +2.792 | +3.309 | +3.383 | +0.041 | +0.015 | +0.011 | +3.219 | +4.536 | +4.538 | +0.054 | +0.020 | +0.018 | +1.000 | +0.976 | +0.974 | +
| hr_hr | +0.045 | +0.048 | +0.048 | +2.790 | +3.409 | +3.425 | +0.043 | +0.012 | +0.011 | +3.375 | +4.601 | +4.479 | +0.028 | +0.014 | +0.021 | +1.000 | +0.971 | +0.969 | +
| hu_hu | +0.043 | +0.054 | +0.049 | +3.008 | +3.425 | +3.465 | +0.013 | +0.007 | +0.005 | +3.110 | +4.511 | +4.341 | +0.035 | +0.011 | +0.018 | +1.000 | +0.980 | +0.978 | +
| hy_am | +0.039 | +0.043 | +0.041 | +2.831 | +3.455 | +3.480 | +0.023 | +0.006 | +0.005 | +3.118 | +4.574 | +4.528 | +0.039 | +0.008 | +0.010 | +1.000 | +0.980 | +0.982 | +
| id_id | +0.031 | +0.046 | +0.036 | +2.757 | +3.377 | +3.413 | +0.029 | +0.009 | +0.009 | +2.727 | +4.405 | +4.220 | +0.053 | +0.019 | +0.024 | +1.000 | +0.971 | +0.968 | +
| ig_ng | +0.123 | +0.135 | +0.129 | +2.953 | +3.310 | +3.379 | +0.022 | +0.008 | +0.008 | +3.184 | +4.317 | +4.224 | +0.021 | +0.019 | +0.024 | +1.000 | +0.984 | +0.982 | +
| is_is | +0.074 | +0.084 | +0.076 | +3.085 | +3.378 | +3.415 | +0.039 | +0.025 | +0.019 | +3.452 | +4.480 | +4.507 | +0.078 | +0.035 | +0.034 | +1.000 | +0.979 | +0.980 | +
| it_it | +0.016 | +0.017 | +0.018 | +3.325 | +3.410 | +3.432 | +0.008 | +0.008 | +0.007 | +3.944 | +4.520 | +4.454 | +0.029 | +0.014 | +0.013 | +1.000 | +0.987 | +0.987 | +
| ja_jp | +0.212 | +0.225 | +0.213 | +2.673 | +3.479 | +3.453 | +0.045 | +0.006 | +0.006 | +2.913 | +4.562 | +4.472 | +0.042 | +0.011 | +0.009 | +1.000 | +0.959 | +0.958 | +
| jv_id | +0.047 | +0.057 | +0.053 | +2.965 | +3.389 | +3.429 | +0.018 | +0.009 | +0.007 | +2.987 | +4.413 | +4.329 | +0.042 | +0.015 | +0.019 | +1.000 | +0.973 | +0.977 | +
| ka_ge | +0.050 | +0.060 | +0.055 | +2.797 | +3.380 | +3.405 | +0.020 | +0.008 | +0.007 | +3.100 | +4.652 | +4.603 | +0.040 | +0.010 | +0.010 | +1.000 | +0.984 | +0.982 | +
| kam_ke | +0.116 | +0.121 | +0.119 | +2.828 | +3.402 | +3.431 | +0.018 | +0.010 | +0.008 | +3.113 | +4.530 | +4.412 | +0.034 | +0.015 | +0.013 | +1.000 | +0.978 | +0.977 | +
| kea_cv | +0.043 | +0.046 | +0.044 | +2.891 | +3.310 | +3.359 | +0.018 | +0.009 | +0.008 | +3.059 | +4.463 | +4.468 | +0.039 | +0.010 | +0.010 | +1.000 | +0.984 | +0.984 | +
| kk_kz | +0.034 | +0.037 | +0.037 | +2.786 | +3.344 | +3.386 | +0.017 | +0.009 | +0.008 | +3.162 | +4.480 | +4.385 | +0.025 | +0.013 | +0.016 | +1.000 | +0.986 | +0.984 | +
| km_kh | +0.161 | +0.182 | +0.169 | +2.622 | +3.439 | +3.428 | +0.045 | +0.009 | +0.008 | +2.986 | +4.479 | +4.348 | +0.049 | +0.013 | +0.017 | +1.000 | +0.975 | +0.980 | +
| kn_in | +0.051 | +0.055 | +0.052 | +2.639 | +3.357 | +3.406 | +0.033 | +0.010 | +0.007 | +2.897 | +4.441 | +4.480 | +0.035 | +0.014 | +0.012 | +1.000 | +0.972 | +0.968 | +
| ko_kr | +0.173 | +0.183 | +0.179 | +2.914 | +3.431 | +3.465 | +0.036 | +0.010 | +0.009 | +3.191 | +4.507 | +4.480 | +0.030 | +0.016 | +0.016 | +1.000 | +0.979 | +0.980 | +
| ky_kg | +0.043 | +0.047 | +0.047 | +2.584 | +3.272 | +3.332 | +0.027 | +0.012 | +0.010 | +3.085 | +4.512 | +4.432 | +0.043 | +0.013 | +0.014 | +1.000 | +0.986 | +0.984 | +
| lb_lu | +0.087 | +0.100 | +0.096 | +3.203 | +3.452 | +3.477 | +0.015 | +0.007 | +0.006 | +3.816 | +4.475 | +4.474 | +0.026 | +0.011 | +0.010 | +1.000 | +0.987 | +0.986 | +
| lg_ug | +0.080 | +0.082 | +0.084 | +3.210 | +3.354 | +3.381 | +0.013 | +0.008 | +0.008 | +3.811 | +4.335 | +4.223 | +0.030 | +0.016 | +0.017 | +1.000 | +0.983 | +0.985 | +
| ln_cd | +0.044 | +0.050 | +0.047 | +2.379 | +3.186 | +3.248 | +0.054 | +0.020 | +0.015 | +2.613 | +4.364 | +4.276 | +0.035 | +0.020 | +0.021 | +1.000 | +0.971 | +0.967 | +
| lo_la | +0.223 | +0.252 | +0.237 | +2.890 | +3.403 | +3.484 | +0.036 | +0.011 | +0.008 | +2.925 | +4.299 | +4.372 | +0.048 | +0.023 | +0.018 | +1.000 | +0.975 | +0.974 | +
| lt_lt | +0.040 | +0.044 | +0.042 | +2.766 | +3.287 | +3.369 | +0.024 | +0.009 | +0.007 | +3.435 | +4.538 | +4.526 | +0.029 | +0.012 | +0.011 | +1.000 | +0.982 | +0.987 | +
| luo_ke | +0.055 | +0.062 | +0.059 | +2.877 | +3.371 | +3.438 | +0.028 | +0.012 | +0.009 | +2.752 | +4.535 | +4.427 | +0.040 | +0.018 | +0.024 | +1.000 | +0.988 | +0.985 | +
| lv_lv | +0.028 | +0.031 | +0.029 | +3.144 | +3.375 | +3.413 | +0.018 | +0.009 | +0.006 | +3.564 | +4.517 | +4.495 | +0.030 | +0.011 | +0.012 | +1.000 | +0.984 | +0.982 | +
| mi_nz | +0.077 | +0.112 | +0.087 | +2.982 | +3.352 | +3.372 | +0.022 | +0.011 | +0.011 | +3.044 | +4.285 | +4.318 | +0.052 | +0.018 | +0.020 | +1.000 | +0.982 | +0.984 | +
| mk_mk | +0.020 | +0.021 | +0.020 | +2.954 | +3.426 | +3.468 | +0.030 | +0.007 | +0.006 | +3.363 | +4.561 | +4.511 | +0.036 | +0.013 | +0.015 | +1.000 | +0.981 | +0.980 | +
| ml_in | +0.051 | +0.055 | +0.053 | +2.735 | +3.348 | +3.390 | +0.028 | +0.006 | +0.006 | +3.081 | +4.459 | +4.435 | +0.022 | +0.012 | +0.011 | +1.000 | +0.966 | +0.972 | +
| mn_mn | +0.087 | +0.105 | +0.095 | +3.045 | +3.395 | +3.437 | +0.019 | +0.008 | +0.006 | +3.204 | +4.389 | +4.358 | +0.024 | +0.012 | +0.012 | +1.000 | +0.982 | +0.980 | +
| mr_in | +0.076 | +0.085 | +0.082 | +2.873 | +3.343 | +3.406 | +0.016 | +0.006 | +0.005 | +3.013 | +4.493 | +4.386 | +0.021 | +0.011 | +0.017 | +1.000 | +0.977 | +0.977 | +
| ms_my | +0.099 | +0.118 | +0.104 | +2.612 | +3.169 | +3.235 | +0.023 | +0.027 | +0.022 | +2.670 | +4.425 | +4.300 | +0.026 | +0.022 | +0.022 | +1.000 | +0.971 | +0.972 | +
| mt_mt | +0.035 | +0.037 | +0.036 | +3.048 | +3.372 | +3.457 | +0.018 | +0.009 | +0.006 | +3.401 | +4.591 | +4.532 | +0.037 | +0.010 | +0.013 | +1.000 | +0.974 | +0.974 | +
| my_mm | +0.151 | +0.176 | +0.165 | +3.023 | +3.351 | +3.359 | +0.019 | +0.007 | +0.006 | +3.395 | +4.441 | +4.484 | +0.042 | +0.014 | +0.009 | +1.000 | +0.975 | +0.979 | +
| nb_no | +0.051 | +0.054 | +0.052 | +3.226 | +3.336 | +3.417 | +0.015 | +0.013 | +0.010 | +3.857 | +4.557 | +4.468 | +0.026 | +0.011 | +0.013 | +1.000 | +0.966 | +0.977 | +
| ne_np | +0.088 | +0.156 | +0.106 | +2.903 | +3.315 | +3.292 | +0.033 | +0.009 | +0.011 | +3.185 | +4.470 | +4.253 | +0.080 | +0.018 | +0.036 | +1.000 | +0.975 | +0.975 | +
| nl_nl | +0.034 | +0.039 | +0.041 | +2.737 | +3.446 | +3.477 | +0.020 | +0.009 | +0.008 | +2.775 | +4.579 | +4.572 | +0.028 | +0.017 | +0.014 | +1.000 | +0.985 | +0.986 | +
| nso_za | +0.073 | +0.084 | +0.076 | +2.907 | +3.342 | +3.378 | +0.026 | +0.010 | +0.008 | +3.541 | +4.498 | +4.450 | +0.043 | +0.011 | +0.011 | +1.000 | +0.985 | +0.988 | +
| ny_mw | +0.066 | +0.077 | +0.069 | +2.311 | +3.348 | +3.363 | +0.053 | +0.010 | +0.009 | +2.614 | +4.424 | +4.251 | +0.033 | +0.012 | +0.016 | +1.000 | +0.964 | +0.969 | +
| oc_fr | +0.098 | +0.113 | +0.102 | +2.345 | +3.330 | +3.380 | +0.038 | +0.007 | +0.006 | +2.462 | +4.412 | +4.202 | +0.022 | +0.013 | +0.017 | +1.000 | +0.964 | +0.958 | +
| om_et | +0.172 | +0.179 | +0.180 | +3.176 | +3.323 | +3.379 | +0.065 | +0.037 | +0.047 | +3.688 | +4.279 | +4.228 | +0.133 | +0.088 | +0.125 | +1.000 | +0.985 | +0.985 | +
| pa_in | +0.076 | +0.110 | +0.081 | +2.555 | +3.277 | +3.372 | +0.046 | +0.016 | +0.013 | +2.737 | +4.408 | +4.461 | +0.054 | +0.026 | +0.016 | +1.000 | +0.969 | +0.963 | +
| pl_pl | +0.030 | +0.036 | +0.033 | +2.912 | +3.274 | +3.333 | +0.023 | +0.013 | +0.011 | +3.544 | +4.621 | +4.573 | +0.044 | +0.009 | +0.009 | +1.000 | +0.984 | +0.983 | +
| ps_af | +0.161 | +0.170 | +0.167 | +2.682 | +3.267 | +3.306 | +0.033 | +0.013 | +0.013 | +3.165 | +4.554 | +4.588 | +0.040 | +0.017 | +0.016 | +1.000 | +0.981 | +0.980 | +
| pt_br | +0.028 | +0.032 | +0.038 | +2.951 | +3.399 | +3.450 | +0.022 | +0.007 | +0.006 | +3.364 | +4.481 | +4.514 | +0.037 | +0.010 | +0.009 | +1.000 | +0.969 | +0.964 | +
| ro_ro | +0.035 | +0.046 | +0.048 | +2.747 | +3.420 | +3.480 | +0.027 | +0.008 | +0.006 | +2.869 | +4.524 | +4.486 | +0.031 | +0.010 | +0.011 | +1.000 | +0.976 | +0.974 | +
| ru_ru | +0.042 | +0.046 | +0.043 | +3.005 | +3.307 | +3.364 | +0.018 | +0.012 | +0.009 | +3.420 | +4.550 | +4.490 | +0.041 | +0.013 | +0.013 | +1.000 | +0.984 | +0.986 | +
| sd_in | +0.084 | +0.092 | +0.090 | +2.941 | +3.301 | +3.363 | +0.023 | +0.010 | +0.008 | +3.213 | +4.483 | +4.431 | +0.037 | +0.012 | +0.012 | +1.000 | +0.973 | +0.971 | +
| sk_sk | +0.022 | +0.025 | +0.023 | +3.111 | +3.346 | +3.400 | +0.020 | +0.011 | +0.010 | +3.530 | +4.528 | +4.445 | +0.038 | +0.014 | +0.018 | +1.000 | +0.983 | +0.983 | +
| sl_si | +0.046 | +0.051 | +0.046 | +2.738 | +3.287 | +3.371 | +0.022 | +0.013 | +0.010 | +3.091 | +4.571 | +4.495 | +0.040 | +0.012 | +0.013 | +1.000 | +0.983 | +0.986 | +
| sn_zw | +0.042 | +0.054 | +0.046 | +2.977 | +3.399 | +3.434 | +0.018 | +0.009 | +0.008 | +2.401 | +4.424 | +4.327 | +0.019 | +0.012 | +0.013 | +1.000 | +0.966 | +0.968 | +
| so_so | +0.133 | +0.145 | +0.139 | +2.553 | +3.262 | +3.309 | +0.035 | +0.012 | +0.012 | +3.030 | +4.439 | +4.414 | +0.031 | +0.017 | +0.013 | +1.000 | +0.977 | +0.977 | +
| sr_rs | +0.895 | +0.895 | +0.894 | +2.922 | +3.453 | +3.490 | +0.043 | +0.007 | +0.006 | +3.477 | +4.583 | +4.573 | +0.048 | +0.008 | +0.008 | +1.000 | +0.981 | +0.979 | +
| sv_se | +0.056 | +0.061 | +0.059 | +3.048 | +3.380 | +3.448 | +0.015 | +0.009 | +0.007 | +3.324 | +4.576 | +4.564 | +0.030 | +0.008 | +0.008 | +1.000 | +0.979 | +0.980 | +
| sw_ke | +0.033 | +0.035 | +0.033 | +2.956 | +3.342 | +3.362 | +0.025 | +0.013 | +0.012 | +3.120 | +4.395 | +4.230 | +0.068 | +0.018 | +0.026 | +1.000 | +0.981 | +0.977 | +
| ta_in | +0.097 | +0.105 | +0.100 | +2.677 | +3.264 | +3.317 | +0.031 | +0.015 | +0.012 | +2.953 | +4.349 | +4.299 | +0.045 | +0.025 | +0.028 | +1.000 | +0.970 | +0.969 | +
| te_in | +0.091 | +0.103 | +0.096 | +2.689 | +3.322 | +3.350 | +0.049 | +0.013 | +0.010 | +3.260 | +4.432 | +4.330 | +0.057 | +0.024 | +0.026 | +1.000 | +0.972 | +0.969 | +
| tg_tj | +0.045 | +0.047 | +0.046 | +2.821 | +3.414 | +3.450 | +0.025 | +0.008 | +0.007 | +3.199 | +4.620 | +4.589 | +0.026 | +0.011 | +0.012 | +1.000 | +0.985 | +0.985 | +
| th_th | +0.106 | +0.116 | +0.111 | +2.821 | +3.499 | +3.512 | +0.021 | +0.005 | +0.005 | +2.792 | +4.323 | +4.291 | +0.021 | +0.015 | +0.014 | +1.000 | +0.979 | +0.979 | +
| tr_tr | +0.040 | +0.044 | +0.041 | +3.069 | +3.417 | +3.449 | +0.020 | +0.008 | +0.007 | +3.365 | +4.556 | +4.524 | +0.039 | +0.009 | +0.009 | +1.000 | +0.973 | +0.973 | +
| uk_ua | +0.039 | +0.046 | +0.042 | +3.180 | +3.426 | +3.471 | +0.022 | +0.008 | +0.007 | +3.794 | +4.531 | +4.526 | +0.047 | +0.013 | +0.014 | +1.000 | +0.987 | +0.985 | +
| umb_ao | +0.083 | +0.097 | +0.098 | +2.388 | +3.323 | +3.346 | +0.035 | +0.021 | +0.021 | +2.399 | +4.469 | +4.193 | +0.047 | +0.028 | +0.046 | +1.000 | +0.969 | +0.964 | +
| ur_pk | +0.099 | +0.106 | +0.103 | +2.785 | +3.328 | +3.380 | +0.042 | +0.017 | +0.013 | +2.918 | +4.650 | +4.497 | +0.034 | +0.012 | +0.017 | +1.000 | +0.980 | +0.981 | +
| uz_uz | +0.060 | +0.073 | +0.063 | +2.824 | +3.176 | +3.229 | +0.036 | +0.016 | +0.015 | +3.033 | +4.188 | +4.270 | +0.027 | +0.020 | +0.015 | +1.000 | +0.987 | +0.986 | +
| vi_vn | +0.119 | +0.146 | +0.141 | +2.805 | +3.330 | +3.353 | +0.022 | +0.011 | +0.010 | +2.878 | +4.240 | +4.169 | +0.033 | +0.018 | +0.016 | +1.000 | +0.975 | +0.977 | +
| wo_sn | +0.111 | +0.135 | +0.119 | +2.496 | +3.153 | +3.247 | +0.065 | +0.051 | +0.032 | +2.430 | +4.132 | +4.124 | +0.088 | +0.055 | +0.045 | +1.000 | +0.977 | +0.975 | +
| xh_za | +0.069 | +0.095 | +0.089 | +2.220 | +3.172 | +3.309 | +0.038 | +0.034 | +0.023 | +2.570 | +4.392 | +4.404 | +0.022 | +0.030 | +0.021 | +1.000 | +0.977 | +0.977 | +
| yo_ng | +0.179 | +0.193 | +0.184 | +3.080 | +3.280 | +3.333 | +0.020 | +0.011 | +0.011 | +3.277 | +4.249 | +4.179 | +0.037 | +0.017 | +0.025 | +1.000 | +0.979 | +0.983 | +
| yue_hant_hk | +0.253 | +0.273 | +0.260 | +2.968 | +3.370 | +3.378 | +0.033 | +0.013 | +0.014 | +3.455 | +4.465 | +4.388 | +0.046 | +0.016 | +0.015 | +1.000 | +0.984 | +0.986 | +
| zu_za | +0.065 | +0.079 | +0.072 | +3.033 | +3.315 | +3.358 | +0.013 | +0.011 | +0.008 | +3.240 | +4.359 | +4.185 | +0.024 | +0.014 | +0.017 | +1.000 | +0.984 | +0.983 | +
Note: Values loaded directly from the evaluation export.
+- Large-scale text-to-speech (TTS) systems are limited by the scarcity of clean, multilingual recordings. We - introduce Sidon, a fast, open-source speech restoration model that converts noisy in-the-wild - speech into studio-quality speech and scales to dozens of languages. -
-- Sidon consists of two models: a w2v-BERT 2.0 finetuned feature predictor that cleanses features from noisy - speech and a vocoder trained to synthesize restored speech from the cleansed features. Sidon achieves - restoration performance comparable to Miipher (Google's internal speech restoration model) for dataset - restoration in speech synthesis. -
-- Sidon is computationally efficient, running up to 7,279× faster than real time on a single GPU. We further - show that training a TTS model using ASR corpora cleansed with Sidon improves the naturalness of synthetic - speech in a zero-shot setting. Code and models will be released to facilitate reproducible dataset - restoration for the research community. + Large-scale text-to-speech (TTS) systems are limited by the scarcity of clean, + multilingual recordings. We introduce Sidon, a fast, open-source + speech restoration model that converts noisy in-the-wild speech into + studio-quality speech and scales to dozens of languages. Sidon consists of + two models: w2v-BERT 2.0 finetuned feature predictor to cleanse features from noisy speech + and vocoder trained to synthesize restored speech from the cleansed features. + Sidon achieves restoration performance comparable to Miipher: Google's internal speech restoration model with + the aim of dataset cleansing for speech synthesis. Sidon is also computationally + efficient, running up to 3,390× faster than real time on a + single GPU. We further show that training a TTS model using a Sidon-cleansed automatic speech + recognition corpus improves the quality of synthetic + speech in a zero-shot setting. Code and model are released to + facilitate reproducible dataset cleansing for the research community.
The full multilingual evaluation table is large. It is hidden by default to keep the page lightweight.
+Loads an embedded page with all language-wise metrics.
+