diff --git a/benchmarks/README.md b/benchmarks/README.md
index d96c660..d979cff 100644
--- a/benchmarks/README.md
+++ b/benchmarks/README.md
@@ -14,7 +14,7 @@ These are the results you can expect to get when running the pre-defined presets
 python3 coach.py -p Breakout_A3C -n 16 -r
 ```
 
-<img src="img/Breakout_A3C_16_workers.png" alt="Breakout_A3C_16_workers" width="800"/>
+<img src="img/Breakout_A3C_16_workers.png" alt="Breakout_A3C_16_workers" width="400"/>
 
 ### InvertedPendulum_A3C with 16 workers
 
@@ -22,7 +22,7 @@ python3 coach.py -p Breakout_A3C -n 16 -r
 python3 coach.py -p InvertedPendulum_A3C -n 16 -r
 ```
 
-<img src="img/Inverted_Pendulum_A3C_16_workers.png" alt="Inverted_Pendulum_A3C_16_workers" width="800"/>
+<img src="img/Inverted_Pendulum_A3C_16_workers.png" alt="Inverted_Pendulum_A3C_16_workers" width="400"/>
 
 ### Hopper_A3C with 16 workers
 
@@ -30,7 +30,7 @@ python3 coach.py -p InvertedPendulum_A3C -n 16 -r
 python3 coach.py -p Hopper_A3C -n 16 -r
 ```
 
-<img src="img/Hopper_A3C_16_workers.png" alt="Hopper_A3C_16_workers" width="800"/>
+<img src="img/Hopper_A3C_16_workers.png" alt="Hopper_A3C_16_workers" width="400"/>
 
 ### Ant_A3C with 16 workers
 
@@ -38,7 +38,7 @@ python3 coach.py -p Hopper_A3C -n 16 -r
 python3 coach.py -p Ant_A3C -n 16 -r
 ```
 
-<img src="img/Ant_A3C_16_workers.png" alt="Ant_A3C_16_workers" width="800"/>
+<img src="img/Ant_A3C_16_workers.png" alt="Ant_A3C_16_workers" width="400"/>
 
 ## Clipped PPO
 
@@ -48,7 +48,7 @@ python3 coach.py -p Ant_A3C -n 16 -r
 python3 coach.py -p InvertedPendulum_ClippedPPO -n 16 -r
 ```
 
-<img src="img/InvertedPendulum_ClippedPPO_16_workers.png" alt="InvertedPendulum_ClippedPPO_16_workers" width="800"/>
+<img src="img/InvertedPendulum_ClippedPPO_16_workers.png" alt="InvertedPendulum_ClippedPPO_16_workers" width="400"/>
 
 ### Hopper_ClippedPPO with 16 workers
 
@@ -56,7 +56,7 @@ python3 coach.py -p InvertedPendulum_ClippedPPO -n 16 -r
 python3 coach.py -p Hopper_ClippedPPO -n 16 -r
 ```
 
-<img src="img/Hopper_ClippedPPO_16_workers.png" alt="Hopper_Clipped_PPO_16_workers" width="800"/>
+<img src="img/Hopper_ClippedPPO_16_workers.png" alt="Hopper_Clipped_PPO_16_workers" width="400"/>
 
 ### Humanoid_ClippedPPO with 16 workers
 
@@ -64,7 +64,7 @@ python3 coach.py -p Hopper_ClippedPPO -n 16 -r
 python3 coach.py -p Humanoid_ClippedPPO -n 16 -r
 ```
 
-<img src="img/Humanoid_ClippedPPO_16_workers.png" alt="Humanoid_ClippedPPO_16_workers" width="800"/>
+<img src="img/Humanoid_ClippedPPO_16_workers.png" alt="Humanoid_ClippedPPO_16_workers" width="400"/>
 
 ## DQN
 
@@ -74,7 +74,7 @@ python3 coach.py -p Humanoid_ClippedPPO -n 16 -r
 python3 coach.py -p Pong_DQN -r
 ```
 
-<img src="img/Pong_DQN.png" alt="Pong_DQN" width="800"/>
+<img src="img/Pong_DQN.png" alt="Pong_DQN" width="400"/>
 
 ### Doom_Basic_DQN
 
@@ -82,7 +82,7 @@ python3 coach.py -p Pong_DQN -r
 python3 coach.py -p Doom_Basic_DQN -r
 ```
 
-<img src="img/Doom_Basic_DQN.png" alt="Doom_Basic_DQN" width="800"/>
+<img src="img/Doom_Basic_DQN.png" alt="Doom_Basic_DQN" width="400"/>
 
 ## Dueling DDQN
 
@@ -92,7 +92,7 @@ python3 coach.py -p Doom_Basic_DQN -r
 python3 coach.py -p Doom_Basic_Dueling_DDQN -r
 ```
 
-<img src="img/Doom_Basic_Dueling_DDQN.png" alt="Doom_Basic_Dueling_DDQN" width="800"/>
+<img src="img/Doom_Basic_Dueling_DDQN.png" alt="Doom_Basic_Dueling_DDQN" width="400"/>
 
 ## DFP
 
@@ -102,7 +102,7 @@ python3 coach.py -p Doom_Basic_Dueling_DDQN -r
 python3 coach.py -p Doom_Health_DFP -r
 ```
 
-<img src="img/Doom_Health_DFP.png" alt="Doom_Health_DFP" width="800"/>
+<img src="img/Doom_Health_DFP.png" alt="Doom_Health_DFP" width="400"/>
 
 ## MMC
 
@@ -112,7 +112,7 @@ python3 coach.py -p Doom_Health_DFP -r
 python3 coach.py -p Doom_Health_MMC -r
 ```
 
-<img src="img/Doom_Health_MMC.png" alt="Doom_Health_MMC" width="800"/>
+<img src="img/Doom_Health_MMC.png" alt="Doom_Health_MMC" width="400"/>
 
 ## NEC
 
@@ -122,7 +122,7 @@ python3 coach.py -p Doom_Health_MMC -r
 python3 coach.py -p Doom_Basic_NEC -r
 ```
 
-<img src="img/Doom_Basic_NEC.png" alt="Doom_Basic_NEC" width="800"/>
+<img src="img/Doom_Basic_NEC.png" alt="Doom_Basic_NEC" width="400"/>
 
 ## PG
 
@@ -132,7 +132,7 @@ python3 coach.py -p Doom_Basic_NEC -r
 python3 coach.py -p CartPole_PG -r
 ```
 
-<img src="img/CartPole_PG.png" alt="CartPole_PG" width="800"/>
+<img src="img/CartPole_PG.png" alt="CartPole_PG" width="400"/>
 
 ## DDPG
 
@@ -142,7 +142,7 @@ python3 coach.py -p CartPole_PG -r
 python3 coach.py -p Pendulum_DDPG -r
 ```
 
-<img src="img/Pendulum_DDPG.png" alt="Pendulum_DDPG" width="800"/>
+<img src="img/Pendulum_DDPG.png" alt="Pendulum_DDPG" width="400"/>
 
 
 ## NAF
@@ -153,7 +153,7 @@ python3 coach.py -p Pendulum_DDPG -r
 python3 coach.py -p InvertedPendulum_NAF -r
 ```
 
-<img src="img/InvertedPendulum_NAF.png" alt="InvertedPendulum_NAF" width="800"/>
+<img src="img/InvertedPendulum_NAF.png" alt="InvertedPendulum_NAF" width="400"/>
 
 ### Pendulum_NAF
 
@@ -161,4 +161,4 @@ python3 coach.py -p InvertedPendulum_NAF -r
 python3 coach.py -p Pendulum_NAF -r
 ```
 
-<img src="img/Pendulum_NAF.png" alt="Pendulum_NAF" width="800"/>
+<img src="img/Pendulum_NAF.png" alt="Pendulum_NAF" width="400"/>