# Bleeding-Detection

Dataset Link - https://drive.google.com/drive/folders/1w8Q5hnKGxABmxE6aoHMAOZQKWfTXocf5?usp=sharing

![image](https://github.com/Amitesh-Patel/Bleeding-Detection/assets/84065246/a0b92dfd-1822-4a27-9a7c-2cd64ead02c2)

CLassification Report on EfficientNetB0

# Best 5 images from Test dataset1

![A0007](https://github.com/Amitesh-Patel/Bleeding-Detection/assets/84065246/e7ae882d-01a0-42d6-8f5b-d13a2f10c4c4)

![A0021](https://github.com/Amitesh-Patel/Bleeding-Detection/assets/84065246/0a27b7d5-cd8b-4f11-9889-8d532fa7e893)

![A0022](https://github.com/Amitesh-Patel/Bleeding-Detection/assets/84065246/871dec50-3cb4-421e-afd9-607463e12985)

![A0039](https://github.com/Amitesh-Patel/Bleeding-Detection/assets/84065246/fca31c0d-62d6-408c-8e7e-8382381b5ebc)

![A0048](https://github.com/Amitesh-Patel/Bleeding-Detection/assets/84065246/548d849a-d8a5-4b34-9fca-002c9f21f3f9)

# Best 5 images from Test dataset2

![A0121](https://github.com/Amitesh-Patel/Bleeding-Detection/assets/84065246/d92d4817-2998-4b5b-a3ce-0e93bf5bed6f)

![A0274](https://github.com/Amitesh-Patel/Bleeding-Detection/assets/84065246/8844a5ca-f5fe-4d1a-bbf7-a1010e56c4a3)

![A0329](https://github.com/Amitesh-Patel/Bleeding-Detection/assets/84065246/6ec1eb64-1c4b-435d-bc78-8bc7682e3553)

![A0360](https://github.com/Amitesh-Patel/Bleeding-Detection/assets/84065246/3249f9cb-7fd8-4511-adf3-173d9fae08a6)

![A0420](https://github.com/Amitesh-Patel/Bleeding-Detection/assets/84065246/b68a7f54-8738-44ab-86b8-d7fd88f81ddc)

# Confision MAtix for EfficientNet

![image](https://github.com/Amitesh-Patel/Bleeding-Detection/assets/84065246/c69d68ca-fd21-413c-8404-39b93563c9a6)

# Accuracy Curve

![image](https://github.com/Amitesh-Patel/Bleeding-Detection/assets/84065246/7bdb3afa-02e0-4ebd-803b-28fe3ceab02f)

# Loss Curve

![image](https://github.com/Amitesh-Patel/Bleeding-Detection/assets/84065246/8ae58ad3-0f4c-48fc-8b50-e47175d29cfc)