diff --git a/test/benchmark/common/bench_runner.sh b/test/benchmark/common/bench_runner.sh
index 05b3961f..82393a5a 100755
--- a/test/benchmark/common/bench_runner.sh
+++ b/test/benchmark/common/bench_runner.sh
@@ -45,12 +45,6 @@ prepare_system() {
     if [ "$SYSTEM" = "linux" ]; then
         # Mount necessary fs
         mount -t devtmpfs devtmpfs /dev
-        # Add drivers
-        depmod
-        modprobe failover
-        modprobe net_failover
-        modprobe virtio_net
-        modprobe virtio_blk
         # Enable network
         ip link set lo up
         ip link set eth0 up
diff --git a/test/benchmark/common/prepare_host.sh b/test/benchmark/common/prepare_host.sh
index eab18f05..4be7a9c6 100644
--- a/test/benchmark/common/prepare_host.sh
+++ b/test/benchmark/common/prepare_host.sh
@@ -10,7 +10,7 @@ BENCHMARK_DIR="${BENCHMARK_DIR:-$(cd "$(dirname "${BASH_SOURCE[0]}")/.." &>/dev/
 # Dependencies for Linux
 LINUX_DEPENDENCIES_DIR="/opt/linux_binary_cache"
 LINUX_KERNEL="${LINUX_DEPENDENCIES_DIR}/vmlinuz"
-LINUX_KERNEL_VERSION="5.15.0-105-generic"
+LINUX_KERNEL_VERSION="5.15.0-105"
 LINUX_MODULES_DIR="${BENCHMARK_DIR}/../build/initramfs/lib/modules/${LINUX_KERNEL_VERSION}/kernel"
 WGET_SCRIPT="${BENCHMARK_DIR}/../../tools/atomic_wget.sh"
 
@@ -21,11 +21,7 @@ prepare_libs() {
 
     # Array of files to download and their URLs
     declare -A files=(
-        ["${LINUX_KERNEL}"]="https://raw.githubusercontent.com/asterinas/linux_binary_cache/8a5b6fd/vmlinuz-${LINUX_KERNEL_VERSION}"
-        ["${LINUX_DEPENDENCIES_DIR}/virtio_blk.ko"]="https://raw.githubusercontent.com/asterinas/linux_binary_cache/8a5b6fd/kernel/drivers/block/virtio_blk.ko"
-        ["${LINUX_DEPENDENCIES_DIR}/virtio_net.ko"]="https://raw.githubusercontent.com/asterinas/linux_binary_cache/8a5b6fd/kernel/drivers/net/virtio_net.ko"
-        ["${LINUX_DEPENDENCIES_DIR}/net_failover.ko"]="https://raw.githubusercontent.com/asterinas/linux_binary_cache/8a5b6fd/kernel/drivers/net/net_failover.ko"
-        ["${LINUX_DEPENDENCIES_DIR}/failover.ko"]="https://raw.githubusercontent.com/asterinas/linux_binary_cache/8a5b6fd/kernel/net/core/failover.ko"
+        ["${LINUX_KERNEL}"]="https://raw.githubusercontent.com/asterinas/linux_binary_cache/14598b6/vmlinuz-${LINUX_KERNEL_VERSION}"
     )
 
     # Download files if they don't exist
@@ -38,24 +34,6 @@ prepare_libs() {
             }
         fi
     done
-
-    # Copy the kernel modules to the initramfs directory
-    if [ ! -f "${LINUX_MODULES_DIR}/drivers/block/virtio_blk.ko" ]; then
-        mkdir -p "${LINUX_MODULES_DIR}/drivers/block"
-        mkdir -p "${LINUX_MODULES_DIR}/drivers/net"
-        mkdir -p "${LINUX_MODULES_DIR}/net/core"
-
-        declare -A modules=(
-            ["${LINUX_DEPENDENCIES_DIR}/virtio_blk.ko"]="${LINUX_MODULES_DIR}/drivers/block/virtio_blk.ko"
-            ["${LINUX_DEPENDENCIES_DIR}/virtio_net.ko"]="${LINUX_MODULES_DIR}/drivers/net/virtio_net.ko"
-            ["${LINUX_DEPENDENCIES_DIR}/net_failover.ko"]="${LINUX_MODULES_DIR}/drivers/net/net_failover.ko"
-            ["${LINUX_DEPENDENCIES_DIR}/failover.ko"]="${LINUX_MODULES_DIR}/net/core/failover.ko"
-        )
-
-        for src in "${!modules[@]}"; do
-            sudo cp "$src" "${modules[$src]}"
-        done
-    fi
 }
 
 # Prepare fs for Linux
diff --git a/tools/docker/Dockerfile.jinja b/tools/docker/Dockerfile.jinja
index 0384ba22..61e09c0e 100644
--- a/tools/docker/Dockerfile.jinja
+++ b/tools/docker/Dockerfile.jinja
@@ -30,16 +30,8 @@ RUN apt update && apt-get install -y --no-install-recommends \
 
 WORKDIR /opt/linux_binary_cache
 RUN wget https://raw.githubusercontent.com/asterinas/linux_vdso/2a6d2db/vdso64.so -O vdso64.so
-RUN wget https://raw.githubusercontent.com/asterinas/linux_binary_cache/8a5b6fd/vmlinuz-5.15.0-105-generic \
+RUN wget https://raw.githubusercontent.com/asterinas/linux_binary_cache/14598b6/vmlinuz-5.15.0-105 \
         -O vmlinuz
-RUN wget https://raw.githubusercontent.com/asterinas/linux_binary_cache/8a5b6fd/kernel/drivers/block/virtio_blk.ko \
-        -O virtio_blk.ko
-RUN wget https://raw.githubusercontent.com/asterinas/linux_binary_cache/8a5b6fd/kernel/drivers/net/net_failover.ko \
-        -O net_failover.ko
-RUN wget https://raw.githubusercontent.com/asterinas/linux_binary_cache/8a5b6fd/kernel/drivers/net/virtio_net.ko \
-        -O virtio_net.ko
-RUN wget https://raw.githubusercontent.com/asterinas/linux_binary_cache/8a5b6fd/kernel/net/core/failover.ko \
-        -O failover.ko
 
 #= Build benchmark =========================================================