From 96129b03e7e0f06e50c2595fad3adc5a33843dc4 Mon Sep 17 00:00:00 2001
From: awsaf49 <awsaf49@gmail.com>
Date: Wed, 27 Jul 2022 15:06:26 +0600
Subject: [PATCH] Prepare for `v1.0.7`

---
 README.md             | 13 +++++++++++--
 gcvit/models/gcvit.py |  2 +-
 gcvit/version.py      |  2 +-
 3 files changed, 13 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 9f6bc5a..39ce5db 100644
--- a/README.md
+++ b/README.md
@@ -32,10 +32,18 @@ This library implements <b>GCViT</b> using Tensorflow 2.0 specifally in <code>tf
 <img src="https://raw.githubusercontent.com/awsaf49/gcvit-tf/main/image/lvg_msa.PNG">
 
 ## Result
-> The reported result in the paper is shown in the figure. But due to issues in the **codebase** actual result differs from the reported result.
-
 <img src="https://raw.githubusercontent.com/awsaf49/gcvit-tf/main/image/result.PNG" width=900>
 
+Official codebase had some issue which has been fixed recently (27 July 2022). Here's the result of ported weights on **ImageNetV2-Test** data,
+
+| Model        | Acc@1 | Acc@5 | #Params |
+|--------------|-------|-------|---------|
+| GCViT-XXTiny | 63    | 85    | 12M     |
+| GCViT-XTiny  | 66    | 87    | 20M     |
+| GCViT-Tiny   | 69    | 89    | 28M     |
+| GCViT-Small  | 69    | 89    | 51M     |
+| GCViT-Base   | 71    | 90    | 90M     |
+
 ## Installation
 ```bash
 pip install -U gcvit
@@ -102,6 +110,7 @@ Here is grad-cam result after training on Flower Classification Dataset,
 
 
 ## To Do
+- [x] New updated weights have been added.
 - [x] Working training example in Colab & Kaggle.
 - [x] GradCAM showcase.
 - [x] Gradio Demo.
diff --git a/gcvit/models/gcvit.py b/gcvit/models/gcvit.py
index 3b04c4a..8982894 100644
--- a/gcvit/models/gcvit.py
+++ b/gcvit/models/gcvit.py
@@ -5,7 +5,7 @@
 
                   
 BASE_URL = 'https://github.com/awsaf49/gcvit-tf/releases/download'
-TAG = 'v1.0.4'
+TAG = 'v1.0.7'
 NAME2CONFIG = {
     'gcvit_xxtiny': {'window_size': (7, 7, 14, 7),
                     'dim': 64,
diff --git a/gcvit/version.py b/gcvit/version.py
index 010279a..84ce141 100644
--- a/gcvit/version.py
+++ b/gcvit/version.py
@@ -1 +1 @@
-__version__ = "1.0.6"
\ No newline at end of file
+__version__ = "1.0.7"
\ No newline at end of file