diff --git a/cli/fcos/__init__.py b/cli/linnaeus/__init__.py
similarity index 100%
rename from cli/fcos/__init__.py
rename to cli/linnaeus/__init__.py
diff --git a/cli/fcos/__main__.py b/cli/linnaeus/__main__.py
similarity index 93%
rename from cli/fcos/__main__.py
rename to cli/linnaeus/__main__.py
index 52648b4..68b43ae 100644
--- a/cli/fcos/__main__.py
+++ b/cli/linnaeus/__main__.py
@@ -2,7 +2,7 @@
 import pathlib
 
 parser = argparse.ArgumentParser(
-    prog="FCOS Command Line Tool",
+    prog="Linnaeus Command Line Tool",
     description="This tool provides an easy interface for fcos training and running",
     epilog="<Insert famous quote here>"
 )
@@ -33,14 +33,14 @@
 
 if args.command == "train":
     try:
-        from fcos.train import train
+        from linnaeus.train import train
         del args.command
         
         train(**vars(args))
     except ImportError:
         print("Train Module not included.")
 elif args.command == "predict":
-    from fcos.cli import predict
+    from linnaeus.cli import predict
     del args.command
 
     predict.main(**vars(args))
diff --git a/cli/fcos/cli/__init__.py b/cli/linnaeus/cli/__init__.py
similarity index 100%
rename from cli/fcos/cli/__init__.py
rename to cli/linnaeus/cli/__init__.py
diff --git a/cli/fcos/cli/fix_models.py b/cli/linnaeus/cli/fix_models.py
similarity index 100%
rename from cli/fcos/cli/fix_models.py
rename to cli/linnaeus/cli/fix_models.py
diff --git a/cli/fcos/cli/predict.py b/cli/linnaeus/cli/predict.py
similarity index 87%
rename from cli/fcos/cli/predict.py
rename to cli/linnaeus/cli/predict.py
index 9e21c38..fcf7d81 100644
--- a/cli/fcos/cli/predict.py
+++ b/cli/linnaeus/cli/predict.py
@@ -1,7 +1,7 @@
-from fcos.core.models import FCOS
-from fcos.core.loaders import ClassLoader
-from fcos.core.data_augmentation import preprocessing
-from fcos.core.mAP.functions import fcos_to_boxes
+from linnaeus.core.models import FCOS
+from linnaeus.core.loaders import ClassLoader
+from linnaeus.core.data_augmentation import preprocessing
+from linnaeus.core.mAP.functions import fcos_to_boxes
 import numpy as np
 import torch
 import cv2
diff --git a/cli/poetry.lock b/cli/poetry.lock
index 38cc2f0..3d4c83a 100644
--- a/cli/poetry.lock
+++ b/cli/poetry.lock
@@ -123,7 +123,7 @@ files = [
 ]
 
 [[package]]
-name = "fcos-core"
+name = "linnaeus-core"
 version = "0.1.7"
 description = ""
 category = "main"
@@ -142,7 +142,7 @@ type = "directory"
 url = "../core"
 
 [[package]]
-name = "fcos-train"
+name = "linnaeus-train"
 version = "0.1.7"
 description = ""
 category = "main"
@@ -152,7 +152,7 @@ files = []
 develop = false
 
 [package.dependencies]
-fcos-core = {path = "../core"}
+linnaeus-core = {path = "../core"}
 tqdm = "^4.64.1"
 
 [package.source]
@@ -443,7 +443,7 @@ secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "p
 socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [extras]
-train = ["fcos-train"]
+train = ["linnaeus-train"]
 
 [metadata]
 lock-version = "2.0"
diff --git a/cli/pyproject.toml b/cli/pyproject.toml
index 3d03266..1bbfc65 100644
--- a/cli/pyproject.toml
+++ b/cli/pyproject.toml
@@ -1,19 +1,19 @@
 [tool.poetry]
-name = "fcos-cli"
+name = "linnaeus-cli"
 version = "0.1.0"
 description = ""
 authors = ["DTheLegend <wampamba.daudi@gmail.com>"]
 readme = "README.md"
-packages = [{include = "fcos"}]
+packages = [{include = "linnaeus"}]
 
 [tool.poetry.dependencies]
 python = "3.10.6"
-fcos-core = {path = "../core"}
-fcos-train = {path = "../train", optional=true}
+linnaeus-core = {path = "../core"}
+linnaeus-train = {path = "../train", optional=true}
 
 [build-system]
 requires = ["poetry-core"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.poetry.extras]
-train = ["fcos-train"]
+train = ["linnaeus-train"]
diff --git a/core/fcos/__init__.py b/core/linnaeus/__init__.py
similarity index 100%
rename from core/fcos/__init__.py
rename to core/linnaeus/__init__.py
diff --git a/core/fcos/core/__init__.py b/core/linnaeus/core/__init__.py
similarity index 100%
rename from core/fcos/core/__init__.py
rename to core/linnaeus/core/__init__.py
diff --git a/core/fcos/core/data_augmentation.py b/core/linnaeus/core/data_augmentation.py
similarity index 100%
rename from core/fcos/core/data_augmentation.py
rename to core/linnaeus/core/data_augmentation.py
diff --git a/core/fcos/core/loaders/__init__.py b/core/linnaeus/core/loaders/__init__.py
similarity index 100%
rename from core/fcos/core/loaders/__init__.py
rename to core/linnaeus/core/loaders/__init__.py
diff --git a/core/fcos/core/loaders/class_loader.py b/core/linnaeus/core/loaders/class_loader.py
similarity index 100%
rename from core/fcos/core/loaders/class_loader.py
rename to core/linnaeus/core/loaders/class_loader.py
diff --git a/core/fcos/core/loaders/folder_data_set_loader.py b/core/linnaeus/core/loaders/folder_data_set_loader.py
similarity index 97%
rename from core/fcos/core/loaders/folder_data_set_loader.py
rename to core/linnaeus/core/loaders/folder_data_set_loader.py
index 2b53dad..09e3937 100644
--- a/core/fcos/core/loaders/folder_data_set_loader.py
+++ b/core/linnaeus/core/loaders/folder_data_set_loader.py
@@ -5,7 +5,7 @@
 from torch.utils.data import Dataset
 from pathlib import Path
 
-from fcos.core.data_augmentation import preprocessing
+from linnaeus.core.data_augmentation import preprocessing
 
 class FolderDataSetLoader(Dataset):
 
diff --git a/core/fcos/core/mAP/__init__.py b/core/linnaeus/core/mAP/__init__.py
similarity index 100%
rename from core/fcos/core/mAP/__init__.py
rename to core/linnaeus/core/mAP/__init__.py
diff --git a/core/fcos/core/mAP/classes.py b/core/linnaeus/core/mAP/classes.py
similarity index 100%
rename from core/fcos/core/mAP/classes.py
rename to core/linnaeus/core/mAP/classes.py
diff --git a/core/fcos/core/mAP/functions.py b/core/linnaeus/core/mAP/functions.py
similarity index 98%
rename from core/fcos/core/mAP/functions.py
rename to core/linnaeus/core/mAP/functions.py
index fc43820..4d2518f 100644
--- a/core/fcos/core/mAP/functions.py
+++ b/core/linnaeus/core/mAP/functions.py
@@ -142,6 +142,7 @@ def return_mAP(model, dataset, classes):
         col = cuda_image.shape[3]
         confs, locs, centers = model(cuda_image)
         boxes = fcos_to_boxes(classes, confs, locs, centers, row, col)
+        boxes.sort(key=take2, reverse=True)
         for gt_box in tags:
             box_class = classes[int(gt_box[0].item())]
             gt_count_all[box_class] += 1
@@ -152,6 +153,7 @@ def return_mAP(model, dataset, classes):
     mp = 0
     mr = 0
     for c in classes:
+        mAP_all[c].sort(key=take2, reverse=True)
         p, r, ap = compute_mAP(mAP_all[c], gt_count_all[c])
         mAP += ap * gt_count_all[c]
         mp += p * gt_count_all[c]
diff --git a/core/fcos/core/models/__init__.py b/core/linnaeus/core/models/__init__.py
similarity index 100%
rename from core/fcos/core/models/__init__.py
rename to core/linnaeus/core/models/__init__.py
diff --git a/core/fcos/core/models/fcos.py b/core/linnaeus/core/models/fcos.py
similarity index 100%
rename from core/fcos/core/models/fcos.py
rename to core/linnaeus/core/models/fcos.py
diff --git a/core/pyproject.toml b/core/pyproject.toml
index 0a84bc8..21384ca 100644
--- a/core/pyproject.toml
+++ b/core/pyproject.toml
@@ -1,10 +1,10 @@
 [tool.poetry]
-name = "fcos-core"
+name = "linnaeus-core"
 version = "0.1.7"
 description = ""
 authors = ["DTheLegend <wampamba.daudi@gmail.com>"]
 readme = "README.md"
-packages = [{include = "fcos"}]
+packages = [{include = "linnaeus"}]
 
 [tool.poetry.dependencies]
 python = "3.10.6"
diff --git a/main/poetry.lock b/main/poetry.lock
index 4bc359e..ea334dc 100644
--- a/main/poetry.lock
+++ b/main/poetry.lock
@@ -123,7 +123,19 @@ files = [
 ]
 
 [[package]]
-name = "fcos-cli"
+name = "idna"
+version = "3.4"
+description = "Internationalized Domain Names in Applications (IDNA)"
+category = "main"
+optional = false
+python-versions = ">=3.5"
+files = [
+    {file = "idna-3.4-py3-none-any.whl", hash = "sha256:90b77e79eaa3eba6de819a0c442c0b4ceefc341a7a2ab77d7562bf49f425c5c2"},
+    {file = "idna-3.4.tar.gz", hash = "sha256:814f528e8dead7d329833b91c5faa87d60bf71824cd12a7530b5526063d02cb4"},
+]
+
+[[package]]
+name = "linnaeus-cli"
 version = "0.1.0"
 description = ""
 category = "main"
@@ -133,17 +145,17 @@ files = []
 develop = false
 
 [package.dependencies]
-fcos-core = {path = "../core"}
+linnaeus-core = {path = "../core"}
 
 [package.extras]
-train = ["fcos-train @ file:///C:/Users/wampa/Documents/Coding%20Projects/Unnamed/train"]
+train = ["linnaeus-train @ file:///C:/Users/wampa/Documents/Coding%20Projects/Unnamed/train"]
 
 [package.source]
 type = "directory"
 url = "../cli"
 
 [[package]]
-name = "fcos-core"
+name = "linnaeus-core"
 version = "0.1.7"
 description = ""
 category = "main"
@@ -162,7 +174,7 @@ type = "directory"
 url = "../core"
 
 [[package]]
-name = "fcos-train"
+name = "linnaeus-train"
 version = "0.1.7"
 description = ""
 category = "main"
@@ -172,25 +184,13 @@ files = []
 develop = false
 
 [package.dependencies]
-fcos-core = {path = "../core"}
+linnaeus-core = {path = "../core"}
 tqdm = "^4.64.1"
 
 [package.source]
 type = "directory"
 url = "../train"
 
-[[package]]
-name = "idna"
-version = "3.4"
-description = "Internationalized Domain Names in Applications (IDNA)"
-category = "main"
-optional = false
-python-versions = ">=3.5"
-files = [
-    {file = "idna-3.4-py3-none-any.whl", hash = "sha256:90b77e79eaa3eba6de819a0c442c0b4ceefc341a7a2ab77d7562bf49f425c5c2"},
-    {file = "idna-3.4.tar.gz", hash = "sha256:814f528e8dead7d329833b91c5faa87d60bf71824cd12a7530b5526063d02cb4"},
-]
-
 [[package]]
 name = "numpy"
 version = "1.24.2"
@@ -465,10 +465,10 @@ secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "p
 socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [extras]
-cli = ["fcos-cli"]
-train = ["fcos-train"]
+cli = ["linnaeus-cli"]
+train = ["linnaeus-train"]
 
 [metadata]
 lock-version = "2.0"
 python-versions = "3.10.6"
-content-hash = "873ca51da785d98254b6dcc7dcd6a101741a8fd9372639b59022726702febc70"
+content-hash = "e863f4c1f6f717191fd31914cde446f53eeb63de3f006289fbe1ed3fe3b6876b"
diff --git a/main/pyproject.toml b/main/pyproject.toml
index c28ba6a..cd3c916 100644
--- a/main/pyproject.toml
+++ b/main/pyproject.toml
@@ -1,5 +1,5 @@
 [tool.poetry]
-name = "fcos"
+name = "linnaeus"
 version = "0.1.0"
 description = ""
 authors = ["DTheLegend <wampamba.daudi@gmail.com>"]
@@ -7,14 +7,14 @@ readme = "README.md"
 
 [tool.poetry.dependencies]
 python = "3.10.6"
-fcos-core = {path = "../core"}
-fcos-cli = {path = "../cli", optional=true}
-fcos-train = {path = "../train", optional=true}
+linnaeus-core = {path = "../core"}
+linnaeus-cli = {path = "../cli", optional=true}
+linnaeus-train = {path = "../train", optional=true}
 
 [build-system]
 requires = ["poetry-core"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.poetry.extras]
-cli = ["fcos-cli"]
-train = ["fcos-train"]
+cli = ["linnaeus-cli"]
+train = ["linnaeus-train"]
diff --git a/train/fcos/__init__.py b/train/linnaeus/__init__.py
similarity index 100%
rename from train/fcos/__init__.py
rename to train/linnaeus/__init__.py
diff --git a/train/fcos/train/__init__.py b/train/linnaeus/train/__init__.py
similarity index 100%
rename from train/fcos/train/__init__.py
rename to train/linnaeus/train/__init__.py
diff --git a/train/fcos/train/loss/__init__.py b/train/linnaeus/train/loss/__init__.py
similarity index 100%
rename from train/fcos/train/loss/__init__.py
rename to train/linnaeus/train/loss/__init__.py
diff --git a/train/fcos/train/loss/fcos_loss.py b/train/linnaeus/train/loss/fcos_loss.py
similarity index 99%
rename from train/fcos/train/loss/fcos_loss.py
rename to train/linnaeus/train/loss/fcos_loss.py
index 9c3a4bc..8f62692 100644
--- a/train/fcos/train/loss/fcos_loss.py
+++ b/train/linnaeus/train/loss/fcos_loss.py
@@ -1,6 +1,6 @@
 import torch
 import torch.nn as nn
-from fcos.core.mAP import MapMaster
+from linnaeus.core.mAP import MapMaster
 from .iou_loss import IOULoss
 
 class FCOSLoss(nn.Module):
diff --git a/train/fcos/train/loss/iou_loss.py b/train/linnaeus/train/loss/iou_loss.py
similarity index 100%
rename from train/fcos/train/loss/iou_loss.py
rename to train/linnaeus/train/loss/iou_loss.py
diff --git a/train/fcos/train/train.py b/train/linnaeus/train/train.py
similarity index 96%
rename from train/fcos/train/train.py
rename to train/linnaeus/train/train.py
index c45c2a4..e5ea476 100644
--- a/train/fcos/train/train.py
+++ b/train/linnaeus/train/train.py
@@ -1,7 +1,7 @@
 import torch
-from fcos.core.loaders import FolderDataSetLoader, ClassLoader
-from fcos.train.loss import FCOSLoss
-from fcos.core.models import FCOS
+from linnaeus.core.loaders import FolderDataSetLoader, ClassLoader
+from linnaeus.train.loss import FCOSLoss
+from linnaeus.core.models import FCOS
 import torch.utils.data as Data
 import os
 from fcos.core.mAP import return_mAP
diff --git a/train/poetry.lock b/train/poetry.lock
index c9af0e8..52d43dc 100644
--- a/train/poetry.lock
+++ b/train/poetry.lock
@@ -123,7 +123,7 @@ files = [
 ]
 
 [[package]]
-name = "fcos-core"
+name = "linnaeus-core"
 version = "0.1.4"
 description = ""
 category = "main"
diff --git a/train/pyproject.toml b/train/pyproject.toml
index 03a3044..cc3305e 100644
--- a/train/pyproject.toml
+++ b/train/pyproject.toml
@@ -1,14 +1,14 @@
 [tool.poetry]
-name = "fcos-train"
+name = "linnaeus-train"
 version = "0.1.7"
 description = ""
 authors = ["DTheLegend <wampamba.daudi@gmail.com>"]
 readme = "README.md"
-packages = [{include = "fcos"}]
+packages = [{include = "linnaeus"}]
 
 [tool.poetry.dependencies]
 python = "3.10.6"
-fcos-core= {path = "../core"}
+linnaeus-core= {path = "../core"}
 tqdm = "^4.64.1"