Update README.md

README.md

@@ -12,7 +12,16 @@ tags:
 - carapace
 ---
 
-TurtleDetector
+TurtleDetector detects sea turtles, their heads, and their flippers. For flippers, it distinguishes front/rear and left/right flippers, enabling precise matching for re-identification of individual turtles. It is able to detect sea turtles both under and above water.
+
+<img src="images/321595639_581630651.jpg" width="500"> <img src="images/321595639_581630651_seg.jpg" width="500">
+
+## Training
+
+Two sources were used for training:
+
+- [SeaTurtleID2022](https://www.kaggle.com/datasets/wildlifedatasets/seaturtleid2022): A large database of 438 individual loggerhead turtles spanning 13 years. All photos are underwater.
+- [TurtlesOfSMSRC](https://www.inaturalist.org/projects/turtles-of-smsrc): Emerging database of mostly juvenile green turtles of both underwater photos and photos from rescue centres. Only the latter were chosen to complement the SeaTurtleID2022 database.
+
+## Usage
 
-![](https://lh3.googleusercontent.com/sitesv/APaQ0SQZZqzC6j56iDwDb5iUZr0zN-bxGsVboHvUkg0w4rCOkO_5m6nmP2CX2jbVE8P-r7wnudv5b-9FLpcA4f7qislUVfhnReKtxLcz4661V2tF0dUM2BpVAmI3yCOhffSc3IR_QBxy5ld7MKVcryvvzm39VjHUFbbcd6dgBFiBpwmu2QSyhHX5-w_xhTvuncbI2Wni491gpPDGDpdG9gPcoZfe84eFNcLl86mxIoA=w600)
-![https://lh3.googleusercontent.com/sitesv/APaQ0SQ30qzCoeYgx8VpyQJKfoYapA2MOfVxIrWwTXJit-g10oTON70tdzYhWUKQQUi-3LBNSsSm5K_FohItAEYw39-gebdBA6C3ixdd88iDG_2U82_cbl5h2BMafjuDUlgaKqc4GlRQSC92uIaul66MCsgrVZ0r7IUe69r1aVOHs4YoIkFlYKyH10Tzro_P2sHPVcS21hzikE8z6oWpK6nPUq7drkS_L4aB5BKy=w600]