New post

_config.yml

@@ -59,7 +59,7 @@ webmaster_verifications:
 # Web Analytics Settings
 analytics:
   google:
-    id: # fill in your Google Analytics ID
+    id: G-NVPCBPJ8NQ
   goatcounter:
     id: # fill in your GoatCounter ID
 

_posts/2024-04-04-Ahoy.md

@@ -1,5 +1,5 @@
 ---
-title: Boat & Conundrum
+title: Ahoy
 description: Mobile game that offers simple yet challenging gameplay mechanics, vibrant visuals, and a charming aesthetic that appeals to players of all ages.
 author: [sanchit]
 date: 2024-04-04
@@ -8,27 +8,52 @@ tags: [Mobile Game, Puzzle, Adventure]
 pin: true
 image:
   path: /assets/04-04-2024/3.png
-  alt: Boat & Conundrum Game Logo
+  alt: Ahoy Game Logo
 ---
 
-# Boat & Conundrum
+# Ahoy : Boat and Conundrum
+
+**Age:** Born 2024, Q1 
+
 
-**Age:** Born 2024, Q1  
-**Price:** 3 Euro IAP  
-**Breed:** Poodle  
 **Platform:** [Get it on Google Play](https://play.google.com/store/apps/details?id=in.caffeinism.ahoy)
 
 ---
+# Turn-Based Strategy Game
 
-## About
-*Boat & Conundrum* is a mobile game that offers simple yet challenging gameplay mechanics, vibrant visuals, and a charming aesthetic that appeals to players of all ages.
+In this turn-based strategy game, you step into the shoes of Captain Blackwood and engage in strategic puzzle-solving, where you are challenged to collect all the treasures scattered across the island shores.
 
----
+## Gameplay
 
-## Lore
-As players embark on their journey in the puzzle game, they assume the role of Captain Blackwood, commanding her trusty steam-powered wooden ship, the "Aether Voyager." Their mission: to navigate the treacherous waters surrounding Arcanus, solving intricate puzzles and overcoming challenges to collect all the treasures scattered across the island shores.
+- Navigate grid-based levels.
+- Avoid islands.
+- Collect all treasures.
+- Utilize other gameplay elements.
+- Each level presents new challenges and requires careful planning.
 
+## Visual Style
 
+- Minimalist design.
+- Beautifully crafted environments.
+- Emoji-like characters.
+
+## Objective
+
+As Captain Blackwood, your goal is to eliminate targets while avoiding guards and other hazards.
+Each level has specific objectives, such as assassinating a target or reaching an exit point.
+
+## Turn-Based Movement
+
+You move Captain Blackwood’s Aether Voyager one step at a time, planning your route carefully.
+
+## Obstacles and Interactions
+
+- Levels feature various elements like treasures, armored treasures, and distractions.
+- There is only one correct way to solve the puzzle, and it’s not so obvious.
+
+## Disclaimer
+
+We do not have any ads in this build, nor do we track you personally to sell your data. But if you like the first few levels, please buy the game to support further development.
 ## Video
 
 {% include embed/youtube.html id='zmjtnhzDOBQ' %}

_posts/2024-07-04-Tricking.md

@@ -0,0 +1,337 @@
+---
+title: Tricking AI Image Recognition with Minimal Pixel Modifications
+description: Explore how minimal pixel modifications can deceive AI image recognition systems, demonstrated through the RNET classifier.
+author: [sanchit]
+date: 2024-04-05
+categories: [AI, Image Recognition]
+tags: [Machine Learning, Computer Vision, ResNet50]
+pin: true
+image:
+  path: /assets/07-04-2024/1_original.jpeg
+  alt: screenshot
+---
+
+# Tricking AI Image Recognition 
+## _How many pixels does it take to fool RNET classifier?_
+### Answer : Not Many!
+### Inspiration : [YouTube Video by Computerphile](https://www.youtube.com/watch?v=gGIiechWEFs)
+
+### Classification Model Details
+```py
+weights = ResNet50_Weights.DEFAULT
+model = resnet50
+```
+
+### Dataset
+```
+https://huggingface.co/datasets/jamescalam/unsplash-25k-photos
+```
+
+### Image 1 
+
+Initial Prediction: monarch            |  pixels_modified: 687         |  After Modification: ringlet
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/0_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/0_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/0_modified.jpeg?raw=true)
+
+### Image 2 
+
+Initial Prediction: head cabbage            |  pixels_modified: 154         |  After Modification: ice cream
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/1_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/1_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/1_modified.jpeg?raw=true)
+
+### Image 3 
+
+Initial Prediction: pay-phone            |  pixels_modified: 200         |  After Modification: cash machine
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/2_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/2_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/2_modified.jpeg?raw=true)
+
+### Image 4 
+
+Initial Prediction: cliff            |  pixels_modified: 136         |  After Modification: promontory
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/3_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/3_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/3_modified.jpeg?raw=true)
+
+### Image 5 
+
+Initial Prediction: seashore            |  pixels_modified: 276         |  After Modification: promontory
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/4_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/4_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/4_modified.jpeg?raw=true)
+
+### Image 6 
+
+Initial Prediction: mountain tent            |  pixels_modified: 160         |  After Modification: yurt
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/5_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/5_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/5_modified.jpeg?raw=true)
+
+### Image 7 
+
+Initial Prediction: castle            |  pixels_modified: 673         |  After Modification: palace
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/6_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/6_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/6_modified.jpeg?raw=true)
+
+### Image 8 
+
+Initial Prediction: bubble            |  pixels_modified: 209         |  After Modification: fountain
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/7_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/7_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/7_modified.jpeg?raw=true)
+
+### Image 9 
+
+Initial Prediction: volcano            |  pixels_modified: 196         |  After Modification: torch
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/8_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/8_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/8_modified.jpeg?raw=true)
+
+### Image 10 
+
+Initial Prediction: alp            |  pixels_modified: 472         |  After Modification: mountain tent
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/9_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/9_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/9_modified.jpeg?raw=true)
+
+### Image 11 
+
+Initial Prediction: common iguana            |  pixels_modified: 595         |  After Modification: green lizard
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/10_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/10_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/10_modified.jpeg?raw=true)
+
+### Image 12 
+
+Initial Prediction: cloak            |  pixels_modified: 47         |  After Modification: abaya
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/11_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/11_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/11_modified.jpeg?raw=true)
+
+### Image 13 
+
+Initial Prediction: volcano            |  pixels_modified: 173         |  After Modification: alp
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/12_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/12_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/12_modified.jpeg?raw=true)
+
+### Image 14 
+
+Initial Prediction: torch            |  pixels_modified: 131         |  After Modification: beacon
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/13_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/13_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/13_modified.jpeg?raw=true)
+
+### Image 15 
+
+Initial Prediction: wool            |  pixels_modified: 162         |  After Modification: swab
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/14_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/14_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/14_modified.jpeg?raw=true)
+
+### Image 16 
+
+Initial Prediction: jellyfish            |  pixels_modified: 336         |  After Modification: isopod
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/15_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/15_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/15_modified.jpeg?raw=true)
+
+### Image 17 
+
+Initial Prediction: vase            |  pixels_modified: 125         |  After Modification: pot
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/16_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/16_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/16_modified.jpeg?raw=true)
+
+### Image 18 
+
+Initial Prediction: carousel            |  pixels_modified: 298         |  After Modification: water snake
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/17_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/17_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/17_modified.jpeg?raw=true)
+
+### Image 19 
+
+Initial Prediction: vase            |  pixels_modified: 557         |  After Modification: pot
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/18_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/18_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/18_modified.jpeg?raw=true)
+
+### Image 20 
+
+Initial Prediction: goose            |  pixels_modified: 255         |  After Modification: lakeside
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/19_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/19_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/19_modified.jpeg?raw=true)
+
+### Image 21 
+
+Initial Prediction: golden retriever            |  pixels_modified: 382         |  After Modification: tennis ball
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/20_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/20_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/20_modified.jpeg?raw=true)
+
+### Image 22 
+
+Initial Prediction: mountain tent            |  pixels_modified: 744         |  After Modification: valley
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/21_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/21_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/21_modified.jpeg?raw=true)
+
+### Image 23 
+
+Initial Prediction: seashore            |  pixels_modified: 185         |  After Modification: sandbar
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/22_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/22_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/22_modified.jpeg?raw=true)
+
+### Image 24 
+
+Initial Prediction: alp            |  pixels_modified: 486         |  After Modification: valley
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/23_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/23_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/23_modified.jpeg?raw=true)
+
+### Image 25 
+
+Initial Prediction: hamster            |  pixels_modified: 183         |  After Modification: bath towel
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/24_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/24_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/24_modified.jpeg?raw=true)
+
+### Image 26 
+
+Initial Prediction: alp            |  pixels_modified: 719         |  After Modification: ski
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/25_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/25_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/25_modified.jpeg?raw=true)
+
+### Image 27 
+
+Initial Prediction: jellyfish            |  pixels_modified: 254         |  After Modification: bubble
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/26_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/26_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/26_modified.jpeg?raw=true)
+
+### Image 28 
+
+Initial Prediction: gas pump            |  pixels_modified: 290         |  After Modification: traffic light
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/27_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/27_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/27_modified.jpeg?raw=true)
+
+### Image 29 
+
+Initial Prediction: promontory            |  pixels_modified: 177         |  After Modification: seashore
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/28_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/28_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/28_modified.jpeg?raw=true)
+
+### Image 30 
+
+Initial Prediction: coral reef            |  pixels_modified: 283         |  After Modification: scuba diver
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/29_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/29_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/29_modified.jpeg?raw=true)
+
+### Image 31 
+
+Initial Prediction: alp            |  pixels_modified: 536         |  After Modification: valley
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/30_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/30_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/30_modified.jpeg?raw=true)
+
+### Image 32 
+
+Initial Prediction: seashore            |  pixels_modified: 259         |  After Modification: lakeside
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/31_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/31_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/31_modified.jpeg?raw=true)
+
+### Image 33 
+
+Initial Prediction: Pembroke            |  pixels_modified: 773         |  After Modification: Cardigan
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/32_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/32_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/32_modified.jpeg?raw=true)
+
+### Image 34 
+
+Initial Prediction: Cardigan            |  pixels_modified: 290         |  After Modification: Pembroke
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/33_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/33_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/33_modified.jpeg?raw=true)
+
+### Image 35 
+
+Initial Prediction: alp            |  pixels_modified: 162         |  After Modification: volcano
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/34_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/34_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/34_modified.jpeg?raw=true)
+
+### Image 36 
+
+Initial Prediction: cocker spaniel            |  pixels_modified: 384         |  After Modification: Sussex spaniel
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/35_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/35_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/35_modified.jpeg?raw=true)
+
+### Image 37 
+
+Initial Prediction: sea lion            |  pixels_modified: 325         |  After Modification: otter
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/36_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/36_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/36_modified.jpeg?raw=true)
+
+### Image 38 
+
+Initial Prediction: pot            |  pixels_modified: 140         |  After Modification: spider web
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/37_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/37_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/37_modified.jpeg?raw=true)
+
+### Image 39 
+
+Initial Prediction: torch            |  pixels_modified: 153         |  After Modification: sleeping bag
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/38_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/38_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/38_modified.jpeg?raw=true)
+
+### Image 40 
+
+Initial Prediction: alp            |  pixels_modified: 279         |  After Modification: mountain tent
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/39_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/39_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/39_modified.jpeg?raw=true)
+
+### Image 41 
+
+Initial Prediction: seashore            |  pixels_modified: 289         |  After Modification: lakeside
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/40_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/40_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/40_modified.jpeg?raw=true)
+
+### Image 42 
+
+Initial Prediction: ox            |  pixels_modified: 883         |  After Modification: bison
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/41_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/41_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/41_modified.jpeg?raw=true)
+
+### Image 43 
+
+Initial Prediction: suspension bridge            |  pixels_modified: 166         |  After Modification: pier
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/42_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/42_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/42_modified.jpeg?raw=true)
+
+### Image 44 
+
+Initial Prediction: jellyfish            |  pixels_modified: 136         |  After Modification: sea slug
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/43_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/43_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/43_modified.jpeg?raw=true)
+
+### Image 45 
+
+Initial Prediction: volcano            |  pixels_modified: 487         |  After Modification: mountain tent
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/44_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/44_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/44_modified.jpeg?raw=true)
+
+### Image 46 
+
+Initial Prediction: goldfish            |  pixels_modified: 340         |  After Modification: anemone fish
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/45_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/45_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/45_modified.jpeg?raw=true)
+
+### Image 47 
+
+Initial Prediction: greenhouse            |  pixels_modified: 574         |  After Modification: folding chair
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/46_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/46_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/46_modified.jpeg?raw=true)
+
+### Image 48 
+
+Initial Prediction: greenhouse            |  pixels_modified: 340         |  After Modification: crutch
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/47_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/47_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/47_modified.jpeg?raw=true)
+
+### Image 49 
+
+Initial Prediction: valley            |  pixels_modified: 255         |  After Modification: fountain
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/48_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/48_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/48_modified.jpeg?raw=true)
+
+### Image 50 
+
+Initial Prediction: alp            |  pixels_modified: 983         |  After Modification: valley
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/49_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/49_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/49_modified.jpeg?raw=true)
+
+### Image 51 
+
+Initial Prediction: Indian elephant            |  pixels_modified: 644         |  After Modification: tusker
+ :-------------------------:|:-------------------------:|:------------------------
+ ![Original](/assets/07-04-2024/50_original.jpeg?raw=true)|![Pixel Mask](/assets/07-04-2024/50_pixel.jpeg?raw=true)|![Modified Image](/assets/07-04-2024/50_modified.jpeg?raw=true)
+
+## License
+MIT