Do You Want to fine-tune a SD model?
+Strategy Talk
+Certains Certains Certains
+
+
+
+
+
+
diff --git a/1/1.svg b/1/1.svg
new file mode 100644
index 0000000000000000000000000000000000000000..9444400c43fc4fdca913d363d26cb29aa86c135f
--- /dev/null
+++ b/1/1.svg
@@ -0,0 +1,87 @@
+
+
+
\ No newline at end of file
diff --git a/1/shade/1.png b/1/shade/1.png
new file mode 100644
index 0000000000000000000000000000000000000000..67665150b80c61a2681262b5b95cc22d31e643a7
Binary files /dev/null and b/1/shade/1.png differ
diff --git a/1/shade/10.png b/1/shade/10.png
new file mode 100644
index 0000000000000000000000000000000000000000..1cf2ebd9629f5cba7d9024949d7cc272df456f33
Binary files /dev/null and b/1/shade/10.png differ
diff --git a/1/shade/11.png b/1/shade/11.png
new file mode 100644
index 0000000000000000000000000000000000000000..f256b3ff16f061827981ffdac0729d53b446f92b
Binary files /dev/null and b/1/shade/11.png differ
diff --git a/1/shade/12.png b/1/shade/12.png
new file mode 100644
index 0000000000000000000000000000000000000000..4036f963264f046e3d1ac2c0ca0ec03661f8f4ec
Binary files /dev/null and b/1/shade/12.png differ
diff --git a/1/shade/13.png b/1/shade/13.png
new file mode 100644
index 0000000000000000000000000000000000000000..afaa098a10288bbf4e678eadf3716bbc8bde72f6
Binary files /dev/null and b/1/shade/13.png differ
diff --git a/1/shade/14.png b/1/shade/14.png
new file mode 100644
index 0000000000000000000000000000000000000000..0d30a30100c8f557ad26862a8994d2ea2cb9725e
Binary files /dev/null and b/1/shade/14.png differ
diff --git a/1/shade/15.png b/1/shade/15.png
new file mode 100644
index 0000000000000000000000000000000000000000..a6b36cbf88c9cf78fa870d48e901ae5cc6ac1033
Binary files /dev/null and b/1/shade/15.png differ
diff --git a/1/shade/16.png b/1/shade/16.png
new file mode 100644
index 0000000000000000000000000000000000000000..714f248705eaebf2a35a16d8881e471f928cc355
Binary files /dev/null and b/1/shade/16.png differ
diff --git a/1/shade/17.png b/1/shade/17.png
new file mode 100644
index 0000000000000000000000000000000000000000..2d0dc7226b5df85819edff39567089d17620e5f8
Binary files /dev/null and b/1/shade/17.png differ
diff --git a/1/shade/18.png b/1/shade/18.png
new file mode 100644
index 0000000000000000000000000000000000000000..3d33306aed339eb133223f65ec31df37655918ee
Binary files /dev/null and b/1/shade/18.png differ
diff --git a/1/shade/19.png b/1/shade/19.png
new file mode 100644
index 0000000000000000000000000000000000000000..85879bc02edb43f8d4409cb375db31c519151856
Binary files /dev/null and b/1/shade/19.png differ
diff --git a/1/shade/2.png b/1/shade/2.png
new file mode 100644
index 0000000000000000000000000000000000000000..1a128b5fd78b231cfad2d3f15ed8792ed8c8880e
Binary files /dev/null and b/1/shade/2.png differ
diff --git a/1/shade/20.png b/1/shade/20.png
new file mode 100644
index 0000000000000000000000000000000000000000..04ba3864bfd6f55cfa4be571c60c9e5905eb3222
Binary files /dev/null and b/1/shade/20.png differ
diff --git a/1/shade/21.png b/1/shade/21.png
new file mode 100644
index 0000000000000000000000000000000000000000..6602e12ecc1aa7c085da8f4a9142eeee6e4ae50e
Binary files /dev/null and b/1/shade/21.png differ
diff --git a/1/shade/22.png b/1/shade/22.png
new file mode 100644
index 0000000000000000000000000000000000000000..67665150b80c61a2681262b5b95cc22d31e643a7
Binary files /dev/null and b/1/shade/22.png differ
diff --git a/1/shade/23.png b/1/shade/23.png
new file mode 100644
index 0000000000000000000000000000000000000000..1a128b5fd78b231cfad2d3f15ed8792ed8c8880e
Binary files /dev/null and b/1/shade/23.png differ
diff --git a/1/shade/24.png b/1/shade/24.png
new file mode 100644
index 0000000000000000000000000000000000000000..3c0558cf2141529781ddb5f7244f42bd741f73b2
Binary files /dev/null and b/1/shade/24.png differ
diff --git a/1/shade/25.png b/1/shade/25.png
new file mode 100644
index 0000000000000000000000000000000000000000..6fe8041c6102a103b0decad1610a1d56fbbaa297
Binary files /dev/null and b/1/shade/25.png differ
diff --git a/1/shade/26.png b/1/shade/26.png
new file mode 100644
index 0000000000000000000000000000000000000000..6a3a96e204d8c7b0a51064e9a751fcd945b14ecd
Binary files /dev/null and b/1/shade/26.png differ
diff --git a/1/shade/27.png b/1/shade/27.png
new file mode 100644
index 0000000000000000000000000000000000000000..91a98c80341e8b8b3d60a76536917c597646ff7c
Binary files /dev/null and b/1/shade/27.png differ
diff --git a/1/shade/28.png b/1/shade/28.png
new file mode 100644
index 0000000000000000000000000000000000000000..0c6c90be3e0450600e8378b37f8b9cf5b645b2d6
Binary files /dev/null and b/1/shade/28.png differ
diff --git a/1/shade/29.png b/1/shade/29.png
new file mode 100644
index 0000000000000000000000000000000000000000..8ee2a91a01c9506b20ce95e3ea5c6b39ba1e0ebb
Binary files /dev/null and b/1/shade/29.png differ
diff --git a/1/shade/3.png b/1/shade/3.png
new file mode 100644
index 0000000000000000000000000000000000000000..3c0558cf2141529781ddb5f7244f42bd741f73b2
Binary files /dev/null and b/1/shade/3.png differ
diff --git a/1/shade/30.png b/1/shade/30.png
new file mode 100644
index 0000000000000000000000000000000000000000..a689a2e3817cc0cf0a1840c481629ba946e80e27
Binary files /dev/null and b/1/shade/30.png differ
diff --git a/1/shade/31.png b/1/shade/31.png
new file mode 100644
index 0000000000000000000000000000000000000000..1cf2ebd9629f5cba7d9024949d7cc272df456f33
Binary files /dev/null and b/1/shade/31.png differ
diff --git a/1/shade/32.png b/1/shade/32.png
new file mode 100644
index 0000000000000000000000000000000000000000..f256b3ff16f061827981ffdac0729d53b446f92b
Binary files /dev/null and b/1/shade/32.png differ
diff --git a/1/shade/33.png b/1/shade/33.png
new file mode 100644
index 0000000000000000000000000000000000000000..4036f963264f046e3d1ac2c0ca0ec03661f8f4ec
Binary files /dev/null and b/1/shade/33.png differ
diff --git a/1/shade/34.png b/1/shade/34.png
new file mode 100644
index 0000000000000000000000000000000000000000..afaa098a10288bbf4e678eadf3716bbc8bde72f6
Binary files /dev/null and b/1/shade/34.png differ
diff --git a/1/shade/35.png b/1/shade/35.png
new file mode 100644
index 0000000000000000000000000000000000000000..0d30a30100c8f557ad26862a8994d2ea2cb9725e
Binary files /dev/null and b/1/shade/35.png differ
diff --git a/1/shade/36.png b/1/shade/36.png
new file mode 100644
index 0000000000000000000000000000000000000000..a6b36cbf88c9cf78fa870d48e901ae5cc6ac1033
Binary files /dev/null and b/1/shade/36.png differ
diff --git a/1/shade/37.png b/1/shade/37.png
new file mode 100644
index 0000000000000000000000000000000000000000..714f248705eaebf2a35a16d8881e471f928cc355
Binary files /dev/null and b/1/shade/37.png differ
diff --git a/1/shade/38.png b/1/shade/38.png
new file mode 100644
index 0000000000000000000000000000000000000000..2d0dc7226b5df85819edff39567089d17620e5f8
Binary files /dev/null and b/1/shade/38.png differ
diff --git a/1/shade/39.png b/1/shade/39.png
new file mode 100644
index 0000000000000000000000000000000000000000..3d33306aed339eb133223f65ec31df37655918ee
Binary files /dev/null and b/1/shade/39.png differ
diff --git a/1/shade/4.png b/1/shade/4.png
new file mode 100644
index 0000000000000000000000000000000000000000..6fe8041c6102a103b0decad1610a1d56fbbaa297
Binary files /dev/null and b/1/shade/4.png differ
diff --git a/1/shade/40.png b/1/shade/40.png
new file mode 100644
index 0000000000000000000000000000000000000000..85879bc02edb43f8d4409cb375db31c519151856
Binary files /dev/null and b/1/shade/40.png differ
diff --git a/1/shade/41.png b/1/shade/41.png
new file mode 100644
index 0000000000000000000000000000000000000000..04ba3864bfd6f55cfa4be571c60c9e5905eb3222
Binary files /dev/null and b/1/shade/41.png differ
diff --git a/1/shade/42.png b/1/shade/42.png
new file mode 100644
index 0000000000000000000000000000000000000000..6602e12ecc1aa7c085da8f4a9142eeee6e4ae50e
Binary files /dev/null and b/1/shade/42.png differ
diff --git a/1/shade/43.png b/1/shade/43.png
new file mode 100644
index 0000000000000000000000000000000000000000..37078d1c15d700dfb61c4c33398e77d445a1ba23
Binary files /dev/null and b/1/shade/43.png differ
diff --git a/1/shade/44.png b/1/shade/44.png
new file mode 100644
index 0000000000000000000000000000000000000000..b9452c2ffeccb541c0523ad8c13ab814fface7b7
Binary files /dev/null and b/1/shade/44.png differ
diff --git a/1/shade/45.png b/1/shade/45.png
new file mode 100644
index 0000000000000000000000000000000000000000..f3b8c4f3b35cb1774ffbcfb62dd823111865b9ec
Binary files /dev/null and b/1/shade/45.png differ
diff --git a/1/shade/46.png b/1/shade/46.png
new file mode 100644
index 0000000000000000000000000000000000000000..a5cd1fb6fa209b758aad4edb06ac3de89f05981f
Binary files /dev/null and b/1/shade/46.png differ
diff --git a/1/shade/47.png b/1/shade/47.png
new file mode 100644
index 0000000000000000000000000000000000000000..1152810e448bdf476c5f44b635c1b8488b0520f6
Binary files /dev/null and b/1/shade/47.png differ
diff --git a/1/shade/48.png b/1/shade/48.png
new file mode 100644
index 0000000000000000000000000000000000000000..21174338eef265487c9a5170a1784a2b2f53bf2e
Binary files /dev/null and b/1/shade/48.png differ
diff --git a/1/shade/49.png b/1/shade/49.png
new file mode 100644
index 0000000000000000000000000000000000000000..45e400b1645115661c7cd941f11dbc6e298d8c94
Binary files /dev/null and b/1/shade/49.png differ
diff --git a/1/shade/5.png b/1/shade/5.png
new file mode 100644
index 0000000000000000000000000000000000000000..6a3a96e204d8c7b0a51064e9a751fcd945b14ecd
Binary files /dev/null and b/1/shade/5.png differ
diff --git a/1/shade/50.png b/1/shade/50.png
new file mode 100644
index 0000000000000000000000000000000000000000..9573daa6a16a1eb9c89398b509d0091189d79149
Binary files /dev/null and b/1/shade/50.png differ
diff --git a/1/shade/51.png b/1/shade/51.png
new file mode 100644
index 0000000000000000000000000000000000000000..9f40296d1c47e5322c17294eff940c0e044ba0c4
Binary files /dev/null and b/1/shade/51.png differ
diff --git a/1/shade/52.png b/1/shade/52.png
new file mode 100644
index 0000000000000000000000000000000000000000..37078d1c15d700dfb61c4c33398e77d445a1ba23
Binary files /dev/null and b/1/shade/52.png differ
diff --git a/1/shade/53.png b/1/shade/53.png
new file mode 100644
index 0000000000000000000000000000000000000000..b9452c2ffeccb541c0523ad8c13ab814fface7b7
Binary files /dev/null and b/1/shade/53.png differ
diff --git a/1/shade/54.png b/1/shade/54.png
new file mode 100644
index 0000000000000000000000000000000000000000..f3b8c4f3b35cb1774ffbcfb62dd823111865b9ec
Binary files /dev/null and b/1/shade/54.png differ
diff --git a/1/shade/55.png b/1/shade/55.png
new file mode 100644
index 0000000000000000000000000000000000000000..a5cd1fb6fa209b758aad4edb06ac3de89f05981f
Binary files /dev/null and b/1/shade/55.png differ
diff --git a/1/shade/56.png b/1/shade/56.png
new file mode 100644
index 0000000000000000000000000000000000000000..1152810e448bdf476c5f44b635c1b8488b0520f6
Binary files /dev/null and b/1/shade/56.png differ
diff --git a/1/shade/57.png b/1/shade/57.png
new file mode 100644
index 0000000000000000000000000000000000000000..21174338eef265487c9a5170a1784a2b2f53bf2e
Binary files /dev/null and b/1/shade/57.png differ
diff --git a/1/shade/58.png b/1/shade/58.png
new file mode 100644
index 0000000000000000000000000000000000000000..45e400b1645115661c7cd941f11dbc6e298d8c94
Binary files /dev/null and b/1/shade/58.png differ
diff --git a/1/shade/59.png b/1/shade/59.png
new file mode 100644
index 0000000000000000000000000000000000000000..9573daa6a16a1eb9c89398b509d0091189d79149
Binary files /dev/null and b/1/shade/59.png differ
diff --git a/1/shade/6.png b/1/shade/6.png
new file mode 100644
index 0000000000000000000000000000000000000000..91a98c80341e8b8b3d60a76536917c597646ff7c
Binary files /dev/null and b/1/shade/6.png differ
diff --git a/1/shade/60.png b/1/shade/60.png
new file mode 100644
index 0000000000000000000000000000000000000000..9f40296d1c47e5322c17294eff940c0e044ba0c4
Binary files /dev/null and b/1/shade/60.png differ
diff --git a/1/shade/7.png b/1/shade/7.png
new file mode 100644
index 0000000000000000000000000000000000000000..0c6c90be3e0450600e8378b37f8b9cf5b645b2d6
Binary files /dev/null and b/1/shade/7.png differ
diff --git a/1/shade/8.png b/1/shade/8.png
new file mode 100644
index 0000000000000000000000000000000000000000..8ee2a91a01c9506b20ce95e3ea5c6b39ba1e0ebb
Binary files /dev/null and b/1/shade/8.png differ
diff --git a/1/shade/9.png b/1/shade/9.png
new file mode 100644
index 0000000000000000000000000000000000000000..a689a2e3817cc0cf0a1840c481629ba946e80e27
Binary files /dev/null and b/1/shade/9.png differ
diff --git a/10.html b/10.html
new file mode 100644
index 0000000000000000000000000000000000000000..0ea17685d41d94127647c941bc3477f1ba78c0b6
--- /dev/null
+++ b/10.html
@@ -0,0 +1,113 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
Problems
+and
+Proposed
+Solutions
+When a model has learned to focus too much on the specific
+characteristics of the training data, rather than generalizing to new
+situations.
+2.Overfitting
+Solution 1 Dreambooth used prior-preservation loss, and the
+ratio of prior-preservation is never easy to determine.
+Solution 2 It is training data that caused the overfitting. Thus we use a subset of
+the training data to train an overfitted model, select the previous checkpoint which
+and use it to generate images by prompt for a single word. These images can be
+placed in the regular training data according to the word frequency ratio, and the
+subset of the which that caused the overfitting can be removed, and then retrain
+the model from the very beginning.
+
+
+
+
+
+
diff --git a/10/10.svg b/10/10.svg
new file mode 100644
index 0000000000000000000000000000000000000000..d6b0c670b9411a6edc16d5e53bfb9349c73ddf1a
--- /dev/null
+++ b/10/10.svg
@@ -0,0 +1,8 @@
+
+
+
\ No newline at end of file
diff --git a/10/img/1.jpg b/10/img/1.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..f02230c018a0a4b62ed1812fa098abde86492251
Binary files /dev/null and b/10/img/1.jpg differ
diff --git a/11.html b/11.html
new file mode 100644
index 0000000000000000000000000000000000000000..03671b57fec06b1f3ab389e0025abf4ccd625f85
--- /dev/null
+++ b/11.html
@@ -0,0 +1,123 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
Problems
+and
+Proposed
+Solutions
+Some merged models have good performance, such as AnythingV3.
+Should I continue to merge?
+This is not scientifically sound and will ultimately result in a model
+that is overfitted in some cases and normal in others. This model
+looks good at first, but you will find that it is not faithful to the
+input prompt and suffers from the problem of language drift
+mentioned above.
+3.Merged Models?
+Solution We can use the method mentioned above to train two models together using a
+word frequency list with Dreambooth. We can add or replace the training data with the
+images generated by the model we want to merge, according to the calculated ratio, and
+maintain a dynamic training dataset during training to prevent overfitting, as mentioned
+above. We get a balanced model that does not overfit in certain directions. Then choose a
+checkpoint that is about to be overfitted but not yet as the final version. This type of
+model is popular in the community because it has good output even under poorly written
+prompt inputs, such as the CertainThing.
+
+
+
+
+
+
diff --git a/11/11.svg b/11/11.svg
new file mode 100644
index 0000000000000000000000000000000000000000..d6b0c670b9411a6edc16d5e53bfb9349c73ddf1a
--- /dev/null
+++ b/11/11.svg
@@ -0,0 +1,8 @@
+
+
+
\ No newline at end of file
diff --git a/11/img/1.jpg b/11/img/1.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..497b7e26ad679f8548d7b0f78271306f2da398f2
Binary files /dev/null and b/11/img/1.jpg differ
diff --git a/12.html b/12.html
new file mode 100644
index 0000000000000000000000000000000000000000..1cf9b63c00876073f6d017127c11ec45a11c3032
--- /dev/null
+++ b/12.html
@@ -0,0 +1,94 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
Future Outlook
+Certains Certains Certains
+To be honest, I have already achieved my satisfactory model, and
+the remaining work will only be labor-intensive if no new transfor-
+mative methods is introduced.
+Such work as adding all the data from Danbooru2022 to the
+dataset and continuing to train, I think this is something anyone
+with GPU power and spare time can do. I will further improve it
+when I have more leisure time.
+
+
+
+
+
+
diff --git a/12/12.svg b/12/12.svg
new file mode 100644
index 0000000000000000000000000000000000000000..2c44ec0f9f9372834935b3f72c3ba07d0b5cceb6
--- /dev/null
+++ b/12/12.svg
@@ -0,0 +1,29 @@
+
+
+
\ No newline at end of file
diff --git a/12/shade/1.png b/12/shade/1.png
new file mode 100644
index 0000000000000000000000000000000000000000..c96e66285920e163257b5ba39d842afa00f5e7bd
Binary files /dev/null and b/12/shade/1.png differ
diff --git a/12/shade/2.png b/12/shade/2.png
new file mode 100644
index 0000000000000000000000000000000000000000..c96e66285920e163257b5ba39d842afa00f5e7bd
Binary files /dev/null and b/12/shade/2.png differ
diff --git a/13.html b/13.html
new file mode 100644
index 0000000000000000000000000000000000000000..d813a32a7288c553edd95333f31dacb67996454a
--- /dev/null
+++ b/13.html
@@ -0,0 +1,107 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
Unsolved
+Issues & Advice
+There are still problems with the portrayal of details such as eyes, hands, and feet, which is
+largely due to the fact that the LAION dataset used by Stable Diffusion contains a lot of
+inappropriate data, such as Tom and Jerry, who are not five-fingered creatures.
+In the three models I released this time, I tried to eliminate some of the negative effects
+brought by the "laion-aesthetics v2 5+" used by Stable Diffusion 1.4. Can you believe that in
+the "laion-aesthetics v2 5+" data, if you search for Apple iPod, you will get many meme
+images of apples that can be eaten with headphones inserted, with a high aesthetics score.
+This is obviously wrong; on the other hand, Stable Diffusion 1.2 is a better version.
+If you want to continue training a Stable Diffusion model with anime style, please avoid
+Stable Diffusion 1.4+ version as possible. When you see through its releasing history, you will
+find that the subsequent versions mostly involve struggles and interests among the founding
+teams, and there is no good quality assurance. It is not that the higher the version, the better.
+My personal opinion is that Stable Diffusion 1.2 is the best version.
+Certains Certains Certains
+
+
+
+
+
+
diff --git a/13/13.svg b/13/13.svg
new file mode 100644
index 0000000000000000000000000000000000000000..e7698d88c94aec96d84d42b4d160adfecbfd8ca5
--- /dev/null
+++ b/13/13.svg
@@ -0,0 +1,30 @@
+
+
+
\ No newline at end of file
diff --git a/13/shade/1.png b/13/shade/1.png
new file mode 100644
index 0000000000000000000000000000000000000000..7399be64173763b1df387b6caa84bae805db7a61
Binary files /dev/null and b/13/shade/1.png differ
diff --git a/13/shade/2.png b/13/shade/2.png
new file mode 100644
index 0000000000000000000000000000000000000000..7399be64173763b1df387b6caa84bae805db7a61
Binary files /dev/null and b/13/shade/2.png differ
diff --git a/14.html b/14.html
new file mode 100644
index 0000000000000000000000000000000000000000..414ea5e2ecb5da497e9ec27fa2d7c84a88951118
--- /dev/null
+++ b/14.html
@@ -0,0 +1,89 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
Get In Touch
+https://huggingface.co/JosephusCheung
+Huggingface
+@RealJosephus
+Twitter
+Certains Certains Certains
+
+
+
+
+
+
diff --git a/14/14.svg b/14/14.svg
new file mode 100644
index 0000000000000000000000000000000000000000..d433aedf642ef069d258b963b524a1231f512c57
--- /dev/null
+++ b/14/14.svg
@@ -0,0 +1,31 @@
+
+
+
\ No newline at end of file
diff --git a/14/shade/1.png b/14/shade/1.png
new file mode 100644
index 0000000000000000000000000000000000000000..939d0cd3ba27335e197af1653774d44b1a5b46d2
Binary files /dev/null and b/14/shade/1.png differ
diff --git a/14/shade/2.png b/14/shade/2.png
new file mode 100644
index 0000000000000000000000000000000000000000..939d0cd3ba27335e197af1653774d44b1a5b46d2
Binary files /dev/null and b/14/shade/2.png differ
diff --git a/2.html b/2.html
new file mode 100644
index 0000000000000000000000000000000000000000..aae771b29476c213ebcade487c9e9b38b7c85c07
--- /dev/null
+++ b/2.html
@@ -0,0 +1,102 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
Summary on Certains Certains Certains
+CertainModel
+Main inference model,
+prompt input has good
+accuracy.
+CertainThing
+Anythingv3 style (improved
+for poorly written prompts,
+but less freedom of creation)
+Certainty
+Balanced model better
+for further Dreambooth
+and finetuning
+
+
+
+
+
+
diff --git a/2/2.svg b/2/2.svg
new file mode 100644
index 0000000000000000000000000000000000000000..cc9b91bf194c08daef72ad80a997d9618df9e3e2
--- /dev/null
+++ b/2/2.svg
@@ -0,0 +1,54 @@
+
+
+
\ No newline at end of file
diff --git a/2/shade/1.png b/2/shade/1.png
new file mode 100644
index 0000000000000000000000000000000000000000..614f183b3a2c5d6ac9a9688fd5579d6fc2fbcbb0
Binary files /dev/null and b/2/shade/1.png differ
diff --git a/2/shade/2.png b/2/shade/2.png
new file mode 100644
index 0000000000000000000000000000000000000000..614f183b3a2c5d6ac9a9688fd5579d6fc2fbcbb0
Binary files /dev/null and b/2/shade/2.png differ
diff --git a/3.html b/3.html
new file mode 100644
index 0000000000000000000000000000000000000000..7bf411b7f4a6d857dca181705802d2b3f596de41
--- /dev/null
+++ b/3.html
@@ -0,0 +1,145 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
Workflow
+Certains Certains Certains
+* without prior
+preservation
+pretrained
+SD model
+first time
+overfitted
+Certain
+Base
+community
+models
+dreambooth
+dreambooth
+*booru
+auto-genrated
+single prompt
+Certain
+Model
+Certainty
+Certain
+Thing
+LoRA
+& native fine-tuning*
+LoRA
+dreambooth
+Anythingv3
+dream booth
+auto-genrated
+single prompt
+
+
+
+
+
+
diff --git a/3/3.svg b/3/3.svg
new file mode 100644
index 0000000000000000000000000000000000000000..b3aef4760e4d3c3517c578d50d8ab3dc3e8ba7ef
--- /dev/null
+++ b/3/3.svg
@@ -0,0 +1,159 @@
+
+
+
\ No newline at end of file
diff --git a/3/img/1.jpg b/3/img/1.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..2450a2a58be4c6c3e3c53a2688007486a527d2f1
Binary files /dev/null and b/3/img/1.jpg differ
diff --git a/3/shade/1.png b/3/shade/1.png
new file mode 100644
index 0000000000000000000000000000000000000000..909e4e7a8a5c4edfc6d7a8fb1be00600dd8151b6
Binary files /dev/null and b/3/shade/1.png differ
diff --git a/3/shade/2.png b/3/shade/2.png
new file mode 100644
index 0000000000000000000000000000000000000000..909e4e7a8a5c4edfc6d7a8fb1be00600dd8151b6
Binary files /dev/null and b/3/shade/2.png differ
diff --git a/3/shade/3.png b/3/shade/3.png
new file mode 100644
index 0000000000000000000000000000000000000000..3bfc51b3e079910935b793a99ef7ba549e4d517d
Binary files /dev/null and b/3/shade/3.png differ
diff --git a/4.html b/4.html
new file mode 100644
index 0000000000000000000000000000000000000000..067a7214d0689466bebaacec6bc761493f2ed3a5
--- /dev/null
+++ b/4.html
@@ -0,0 +1,95 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
Comparable Analysis
+Certains Certains Certains
+NovelAI AnyV3 Model Thing Certainty
+masterpiece, best quality, 1girl, brown hair, green eyes, colorful, autumn, cumulonimbus clouds, lighting, blue sky, falling leaves, garden
+Negative prompt: lowres, bad anatomy, bad hands, text, error, missing fingers, extra digit, fewer digits, cropped, worst quality, low
+quality, normal quality, jpeg artifacts, signature, watermark, username, blurry, artist name
+Steps: 28, Sampler: Euler a, CFG scale: 11, Seed: 114514, Size: 512x768, ENSD: 31337
+
+
+
+
+
+
diff --git a/4/4.svg b/4/4.svg
new file mode 100644
index 0000000000000000000000000000000000000000..aae1380df3addf9523f3bda9ddd14d9c3aa360bc
--- /dev/null
+++ b/4/4.svg
@@ -0,0 +1,38 @@
+
+
+
\ No newline at end of file
diff --git a/4/img/1.jpg b/4/img/1.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..431c0817ad854bd72e4a233dc932036625689866
Binary files /dev/null and b/4/img/1.jpg differ
diff --git a/5.html b/5.html
new file mode 100644
index 0000000000000000000000000000000000000000..aa91495ab829e78cef36e91d5a26ff6c1e9226c0
--- /dev/null
+++ b/5.html
@@ -0,0 +1,95 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
Comparable Analysis
+NovelAI AnyV3 Model Thing Certainty
+masterpiece, best quality, 1boy, brown hair, green eyes, colorful, autumn, cumulonimbus clouds, lighting, blue sky, falling leaves, garden
+Negative prompt: lowres, bad anatomy, bad hands, text, error, missing fingers, extra digit, fewer digits, cropped, worst quality, low
+quality, normal quality, jpeg artifacts, signature, watermark, username, blurry, artist name
+Steps: 28, Sampler: Euler a, CFG scale: 11, Seed: 114514, Size: 512x768, ENSD: 31337
+Certains Certains Certains
+
+
+
+
+
+
diff --git a/5/5.svg b/5/5.svg
new file mode 100644
index 0000000000000000000000000000000000000000..953487699ddc4f182854bb9b7713302535fd37f5
--- /dev/null
+++ b/5/5.svg
@@ -0,0 +1,31 @@
+
+
+
\ No newline at end of file
diff --git a/5/img/1.jpg b/5/img/1.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..ab2e295f8b2c4a42788216233c6977bf314b7491
Binary files /dev/null and b/5/img/1.jpg differ
diff --git a/6.html b/6.html
new file mode 100644
index 0000000000000000000000000000000000000000..6c22ae84135b63a4ec84377ebbdd3c33913a5790
--- /dev/null
+++ b/6.html
@@ -0,0 +1,116 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
Comparable Analysis
+CertainThing CertainThing CertainThing
+((((masterpiece, best quality, ultra-detailed)))), (official_art,
+thick_eyebrows, laugh), kawaii, cleavage, (((two side up, white and
+orangeish and medium streaked hair))), ((tsurime)), Thigh-high socks,
+Clear vinyl jacket, skindentation, multicolored black bikini,
+dappled_sunlight, Santorini, geometrical pattern, sport fashion, chaos
+Courtesy of
+@hcanadli12345
+masterpiece emphasized
+Note: the "masterpiece" tag is already
+fine-tuned and it is not recommended
+to emphasize it again.
+
+
+
+
+
+
diff --git a/6/6.svg b/6/6.svg
new file mode 100644
index 0000000000000000000000000000000000000000..d6b0c670b9411a6edc16d5e53bfb9349c73ddf1a
--- /dev/null
+++ b/6/6.svg
@@ -0,0 +1,8 @@
+
+
+
\ No newline at end of file
diff --git a/6/img/1.jpg b/6/img/1.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..f81f5b55e7bfa91ba38cd1ed212524c9cc0a7c1a
Binary files /dev/null and b/6/img/1.jpg differ
diff --git a/7.html b/7.html
new file mode 100644
index 0000000000000000000000000000000000000000..f50a03f713c81d632816099d61e29f459b9c3218
--- /dev/null
+++ b/7.html
@@ -0,0 +1,113 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
Comparable Analysis
+CertainThing CertainThing CertainThing
+Courtesy of
+@hcanadli12345
+((((best quality, ultra-detailed)))), (official_art, thick_eyebrows, laugh),
+kawaii, cleavage, (((two side up, white and orangeish and medium
+streaked hair))), ((tsurime)), Thigh-high socks, Clear vinyl jacket,
+skindentation, multicolored black bikini, dappled_sunlight, Santorini,
+geometrical pattern, sport fashion, chaos
+no masterpiece
+Note: the "masterpiece" tag is already
+fine-tuned and it is not recommended
+to emphasize it again.
+
+
+
+
+
+
diff --git a/7/7.svg b/7/7.svg
new file mode 100644
index 0000000000000000000000000000000000000000..d6b0c670b9411a6edc16d5e53bfb9349c73ddf1a
--- /dev/null
+++ b/7/7.svg
@@ -0,0 +1,8 @@
+
+
+
\ No newline at end of file
diff --git a/7/img/1.jpg b/7/img/1.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..c1caace0d2dadbd95b88399103efd5ce2fb832c9
Binary files /dev/null and b/7/img/1.jpg differ
diff --git a/8.html b/8.html
new file mode 100644
index 0000000000000000000000000000000000000000..28e845baafbb53b7a8e99e7d43e883f3fc4f1d9c
--- /dev/null
+++ b/8.html
@@ -0,0 +1,175 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
Relation
+with other
+SD models
+Facts speak louder than words
+Calculate the cosine similarity to compare
+the similarity with other models
+SimilarityCalculatior made by
+Nyanko Lepsoni and RcINS.
+Danke schön!
+SimilarityCalculatior SimilarityCalculatior SimilarityCalculatior
+100%
+Base NovelAI
+71.5% 83.8%
+SD1.4 SD1.2
+83.8% 67.9% 100%
+80.9% 74.7% 90.3%
+80.5% 74.7% 89.9%
+71.5% 100% 67.9%
+80.9% 74.7% 90.3%
+84.1% 67.7% 98.3%
+87.8% 68.9% 95.5%
+SD1.4
+SD1.2
+NovelAI
+CModel
+CThing
+AnythingV3
+83.9% 68% 99.9%
+WD1.3.5
+Emis1.0
+Certinty
+
+
+
+
+
+
diff --git a/8/8.svg b/8/8.svg
new file mode 100644
index 0000000000000000000000000000000000000000..d6b0c670b9411a6edc16d5e53bfb9349c73ddf1a
--- /dev/null
+++ b/8/8.svg
@@ -0,0 +1,8 @@
+
+
+
\ No newline at end of file
diff --git a/8/img/1.jpg b/8/img/1.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..39446635862ad82ac6b493f4aae521d19c7b7d7d
Binary files /dev/null and b/8/img/1.jpg differ
diff --git a/9.html b/9.html
new file mode 100644
index 0000000000000000000000000000000000000000..15dbd9de8144c862bba476da2b302ad857a7ac80
--- /dev/null
+++ b/9.html
@@ -0,0 +1,114 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
Problems
+and
+Proposed
+Solutions
+Fine-tuning a diffusion model on a small set of subject images
+causes it to lose the ability to generate generic images of the same
+class and forget the class-specific prior.
+1.Language Drift
+Solution 1 Dreambooth use the model's own generated samples
+by adding a relative weight of the prior-preservation loss.
+However the ratio of prior-preservation is not easy to determine.
+Solution 2 This is a method that requires a lot of GPU time - during the regular
+training process, we add auto-generated images from the current model with
+prompt of a single word, with words chosen from a pre-estimated word frequency
+list randomly according to a certain ratio (we chose our word list from Danbooru
+Tags). To avoid overfitting, each auto-generated image is used only once.
+
+
+
+
+
+
diff --git a/9/9.svg b/9/9.svg
new file mode 100644
index 0000000000000000000000000000000000000000..d6b0c670b9411a6edc16d5e53bfb9349c73ddf1a
--- /dev/null
+++ b/9/9.svg
@@ -0,0 +1,8 @@
+
+
+
\ No newline at end of file
diff --git a/9/img/1.jpg b/9/img/1.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..02b80cc87fea24d6f638a7fb18e3667b4171dd16
Binary files /dev/null and b/9/img/1.jpg differ
diff --git a/annotations.json b/annotations.json
new file mode 100644
index 0000000000000000000000000000000000000000..fb81ee0527b8ee9cb6c1ac5a8d82186436949a4b
--- /dev/null
+++ b/annotations.json
@@ -0,0 +1 @@
+{"pages":[{"page":6,"annotations":[{"type":"Link","bounds":[0,284,1259,949],"objref":"180"},{"type":"Link","bounds":[1519,717,153,49],"objref":"181"},{"type":"Link","bounds":[1519,761,303,49],"objref":"182"}]},{"page":7,"annotations":[{"type":"Link","bounds":[0,284,1259,949],"objref":"254"},{"type":"Link","bounds":[1519,717,153,49],"objref":"255"},{"type":"Link","bounds":[1519,761,303,49],"objref":"256"}]}]}
\ No newline at end of file
diff --git a/config.js b/config.js
new file mode 100644
index 0000000000000000000000000000000000000000..004df29fc386eb3fd67509d0a39737c25bc0006f
--- /dev/null
+++ b/config.js
@@ -0,0 +1 @@
+IDRViewer.config = {"pagecount":14,"title":"","author":"Josephus","subject":"","keywords":"","creator":"Adobe Acrobat Pro DC (32-bit) 21.1.20145","producer":"Adobe Acrobat Pro DC (32-bit) 21.1.20145","creationdate":"D:20221215233156+08'00'","moddate":"D:20221215233223+08'00'","trapped":"","fileName":"ACertainsStrategyTalk.pdf","bounds":[[2200,1237],[2200,1237],[2200,1237],[2200,1237],[2200,1237],[2200,1237],[2200,1237],[2200,1237],[2200,1237],[2200,1237],[2200,1237],[2200,1237],[2200,1237],[2200,1237]],"bookmarks":[],"thumbnailType":"","pageType":"html","pageLabels":[]};
\ No newline at end of file
diff --git a/fonts/IBMPlexSans-BoldItalic_15.woff b/fonts/IBMPlexSans-BoldItalic_15.woff
new file mode 100644
index 0000000000000000000000000000000000000000..f2efb4fa6ecef8e7b365b339bc5b11cf707a2cc9
Binary files /dev/null and b/fonts/IBMPlexSans-BoldItalic_15.woff differ
diff --git a/fonts/IBMPlexSans-Bold_2l.woff b/fonts/IBMPlexSans-Bold_2l.woff
new file mode 100644
index 0000000000000000000000000000000000000000..4db7f0af4df5ff599780b2671bf36ea6d71caece
Binary files /dev/null and b/fonts/IBMPlexSans-Bold_2l.woff differ
diff --git a/fonts/IBMPlexSans-Bold_2s.woff b/fonts/IBMPlexSans-Bold_2s.woff
new file mode 100644
index 0000000000000000000000000000000000000000..6f235840f9f2052c8c9d6d53739bcb473b886c78
Binary files /dev/null and b/fonts/IBMPlexSans-Bold_2s.woff differ
diff --git a/fonts/IBMPlexSans-Bold_cg.woff b/fonts/IBMPlexSans-Bold_cg.woff
new file mode 100644
index 0000000000000000000000000000000000000000..2eaf5ce361d30dea85ae661cfc43b833b8d332d3
Binary files /dev/null and b/fonts/IBMPlexSans-Bold_cg.woff differ
diff --git a/fonts/IBMPlexSans-Italic_1q.woff b/fonts/IBMPlexSans-Italic_1q.woff
new file mode 100644
index 0000000000000000000000000000000000000000..cb6113ea54c80840e3f22127bc27e17d4393786c
Binary files /dev/null and b/fonts/IBMPlexSans-Italic_1q.woff differ
diff --git a/fonts/IBMPlexSans-Italic_2o.woff b/fonts/IBMPlexSans-Italic_2o.woff
new file mode 100644
index 0000000000000000000000000000000000000000..89814e5d493d8b5141ff145d5e61b5b48e4f4c21
Binary files /dev/null and b/fonts/IBMPlexSans-Italic_2o.woff differ
diff --git a/fonts/IBMPlexSans_2d.woff b/fonts/IBMPlexSans_2d.woff
new file mode 100644
index 0000000000000000000000000000000000000000..51ba9c09597851f013517530b00315e178c8d048
Binary files /dev/null and b/fonts/IBMPlexSans_2d.woff differ
diff --git a/fonts/IBMPlexSans_2t.woff b/fonts/IBMPlexSans_2t.woff
new file mode 100644
index 0000000000000000000000000000000000000000..9262b2870fa63d710f65fea95307a2ad513d8930
Binary files /dev/null and b/fonts/IBMPlexSans_2t.woff differ
diff --git a/fonts/IBMPlexSans_cf.woff b/fonts/IBMPlexSans_cf.woff
new file mode 100644
index 0000000000000000000000000000000000000000..c2996d4a3e6e5205ef81d2ca016bad4e2e7431ae
Binary files /dev/null and b/fonts/IBMPlexSans_cf.woff differ
diff --git a/fonts/WenQuanYiMicroHei_17.woff b/fonts/WenQuanYiMicroHei_17.woff
new file mode 100644
index 0000000000000000000000000000000000000000..40232daa26be3adac4c2fd163cd63900578a8de2
Binary files /dev/null and b/fonts/WenQuanYiMicroHei_17.woff differ
diff --git a/index.html b/index.html
index 918e851d9dd1baf9e4fb4f067fd979d432472161..7cec5171258b6310656dd46de8177df6b72ffa74 100644
--- a/index.html
+++ b/index.html
@@ -1,24 +1,35 @@
-
-
-
-
- My static Space
-
-
-
-
-
Welcome to your static Space!
-
- You can modify this app directly by editing index.html in the
- Files and versions tab.
-