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Android GPU Testing: Mobile Benchmarking Complete Guide

Android GPU Testing: Mobile Benchmarking Complete Guide

Execute GPU benchmark tests on Android mobile devices. Comprehensive mobile testing guide, performance evaluation, and optimization techniques.

CZNull Team
Sep 2
11 min read

Mobile GPU Benchmarking Guide

Mobile GPUs in smartphones and tablets have reached impressive performance levels, but how do they compare? This guide covers benchmarking Android devices using browser-based tests, understanding mobile-specific metrics, and optimizing performance on mobile hardware.

Mobile vs. Desktop GPU Architecture

Key Architectural Differences

Aspect Mobile GPU Desktop GPU
Power Consumption 2-8W 150-450W
Memory Bandwidth 20-50 GB/s 300-1000 GB/s
Thermal Design Passive (heat spreaders) Active (fans)
Architecture Focus Efficiency, battery life Raw performance
Memory Type LPDDR (shared with CPU) GDDR6/HBM (dedicated)

Running Benchmarks on Android

Android GPU Testing: Mobile Benchmarking Complete Guide - Illustration 2

Browser Selection for Mobile

Recommended Browsers (Performance Ranking):

1. Chrome (Best Overall)
   - Excellent WebGL 2.0 support
   - Regular updates
   - Best compatibility
   Download: Google Play Store

2. Samsung Internet (Galaxy Devices)
   - Optimized for Samsung SoCs
   - Good performance on Galaxy phones
   - Integrated with One UI
   Download: Pre-installed or Galaxy Store

3. Firefox
   - Good WebGL support
   - Open source
   - Slightly slower than Chrome
   Download: Google Play Store

4. Edge (Microsoft)
   - Chromium-based
   - Similar to Chrome
   - Cross-device sync
   Download: Google Play Store

Avoid: Older browsers, mini browsers (Opera Mini, UC Mini)
      - Limited WebGL support

Pre-Test Preparation

Step-by-Step Setup:

1. Charge Device
   - Battery: 50-100%
   - Keep charger plugged in during test
   - Prevents thermal throttling from charging

2. Close Background Apps
   - Recent Apps → Swipe away all apps
   - Settings → Apps → Force stop heavy apps
   - Disable auto-sync temporarily

3. Enable Performance Mode (if available)
   Samsung:
   - Settings → Battery → Power mode → High performance

   OnePlus:
   - Settings → Battery → Performance mode

   Xiaomi:
   - Settings → Battery → Performance

   Google Pixel:
   - No performance mode (uses adaptive battery)

4. Disable Power Saving Features
   - Adaptive brightness → Off (set manual brightness 50%)
   - Battery saver → Off
   - 5G → Off (use WiFi for stability)
   - Location → Off
   - Bluetooth → Off

5. Clear Browser Cache
   Chrome:
   - Settings → Privacy → Clear browsing data
   - Select "Cached images and files"
   - Clear

6. WiFi Connection
   - Use stable WiFi (not mobile data)
   - 5GHz band preferred
   - Close to router

Mobile Test Execution

Running the Benchmark

Mobile-Specific Instructions:

1. Open Browser in Full Screen
   - Chrome: Tap address bar → select full screen option
   - Avoid split-screen or floating windows

2. Prevent Screen Lock
   - Settings → Display → Screen timeout → 30 minutes
   - Keep device unlocked during test

3. Optimal Testing Position
   - Place device on flat surface (not in hand)
   - Allow air circulation around device
   - Avoid direct sunlight or heat sources
   - Room temperature environment (20-25°C)

4. During Test (5-7 minutes)
   ❌ Don't touch screen
   ❌ Don't rotate device
   ❌ Don't receive calls/notifications
   ✓ Let test complete uninterrupted

5. Monitor Thermal Behavior
   - Device will warm up (normal)
   - If too hot to touch → cooling issue
   - Performance may decrease after 3-4 minutes (thermal throttling)

Understanding Mobile Scores

Android GPU Testing: Mobile Benchmarking Complete Guide - Illustration 3

Mobile GPU Performance Tiers

Score Range Performance Tier Example SoCs Gaming Capability
4,000-5,000 Flagship Snapdragon 8 Gen 3, A17 Pro Max settings, 60+ FPS
3,000-4,000 High-End Snapdragon 8 Gen 2, Dimensity 9300 High settings, 60 FPS
2,000-3,000 Upper Mid Snapdragon 778G, A15 Bionic Medium-High, 60 FPS
1,500-2,000 Mid-Range Snapdragon 695, Helio G99 Medium settings, 30-60 FPS
800-1,500 Entry Snapdragon 480, Helio G85 Low-Medium, 30 FPS
<800 Budget Snapdragon 4 Gen 1, older chips Low settings, casual games

Mobile vs. Desktop Comparison

Performance Context:

Mobile Flagship (Snapdragon 8 Gen 3): ~4,500 points
Desktop Entry (GTX 1650): ~2,800 points
Desktop Mid (RTX 3060): ~5,800 points
Desktop High-End (RTX 4080): ~12,800 points

Key Insight:
- Top mobile GPUs approach entry-level desktop performance
- But limited by thermal constraints
- Desktop GPUs sustain performance longer
- Mobile excels in efficiency (performance per watt)

Thermal Throttling on Mobile

Understanding Mobile Thermal Behavior

Typical Thermal Curve (Snapdragon 8 Gen 2):

Time    Score   Temp    Clock      % of Peak
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
0:00    3,800   32°C    900 MHz    100%
1:00    3,750   38°C    890 MHz    99%
2:00    3,680   42°C    850 MHz    97%
3:00    3,420   45°C    780 MHz    90%  ← Throttling starts
4:00    3,150   46°C    720 MHz    83%
5:00    2,950   47°C    680 MHz    78%
6:00    2,850   48°C    650 MHz    75%
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

Grades by Sustained Performance:
A+: >95% after 5 min (excellent cooling)
A:  90-95% (good cooling)
B+: 85-90% (acceptable)
B:  80-85% (average)
C:  75-80% (poor cooling)
D:  <75% (inadequate cooling)

Improving Mobile Cooling

Method Effectiveness Cost
Remove phone case +5-10% Free
Room AC / Fan +8-15% Utilities
Phone cooling fan clip +15-25% $15-30
Active cooler (Peltier) +25-35% $30-80

Real-World Gaming Performance

Android GPU Testing: Mobile Benchmarking Complete Guide - Illustration 4

Popular Mobile Games Performance Correlation

Genshin Impact (High Settings):
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Benchmark Score    Genshin FPS    Experience
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
4,500+             58-60 FPS      Perfect
3,500-4,500        45-58 FPS      Smooth
2,500-3,500        30-45 FPS      Playable
1,500-2,500        20-30 FPS      Choppy
<1,500             <20 FPS        Poor

PUBG Mobile (HD + Ultra):
Benchmark Score    PUBG FPS       Experience
4,000+             60 FPS         Competitive
3,000-4,000        60 FPS         Excellent
2,000-3,000        40-60 FPS      Good
1,500-2,000        30-40 FPS      Acceptable
<1,500             <30 FPS        Reduce settings

Call of Duty Mobile (Very High):
Benchmark Score    COD FPS        Experience
4,500+             60 FPS         Max frame rate
3,500-4,500        60 FPS         Smooth
2,500-3,500        45-60 FPS      Mostly smooth
1,500-2,500        30-45 FPS      Reduce to High
<1,500             <30 FPS        Medium settings

Battery Life Impact

Gaming Battery Consumption

SoC GPU Score Genshin Impact (High) Battery Life
Snapdragon 8 Gen 3 4,500 ~5.2 hours Excellent efficiency
Snapdragon 8 Gen 2 3,800 ~4.5 hours Good efficiency
Dimensity 9300 4,200 ~4.0 hours High performance, lower efficiency
Snapdragon 778G 2,200 ~6.5 hours Best efficiency

Mobile Device Buying Guide

Android GPU Testing: Mobile Benchmarking Complete Guide - Illustration 5

GPU Score Requirements by Use Case

Casual Gaming (Candy Crush, Among Us):
Minimum Score: 800
Recommended: 1,200+
Best Value: Snapdragon 695 (~$200-300 phones)

Competitive Mobile Gaming (PUBG, COD):
Minimum Score: 2,500
Recommended: 3,500+
Best Value: Snapdragon 8 Gen 1 (~$300-500 used)

Maximum Settings Gaming (Genshin, Honkai):
Minimum Score: 3,500
Recommended: 4,000+
Best Value: Snapdragon 8 Gen 2 (~$500-700)

Emulation (PSP, 3DS, Switch):
Minimum Score: 3,000
Recommended: 4,000+
Best Value: Latest flagship when on sale

Content Creation (Video Editing):
Minimum Score: 2,500
Recommended: 3,500+
Focus: High RAM (8GB+) more important than GPU

Mobile Benchmarking Conclusion

Mobile GPU benchmarking reveals device capability for gaming and graphics-intensive tasks:

  • Score 4,000+: Flagship performance, max settings
  • Score 3,000-4,000: High-end, competitive gaming
  • Score 2,000-3,000: Upper mid, good for most games
  • Score 1,500-2,000: Mid-range, casual gaming
  • Score <1,500: Entry-level, basic games only

Mobile-Specific Considerations:

  1. Thermal throttling reduces performance over time (test sustained performance)
  2. Battery life correlates inversely with GPU power
  3. Most mobile games are optimized for mid-range hardware
  4. Flagship GPUs benefit from future-proofing (next-gen games)
  5. Cooling solutions can significantly improve sustained performance

Use mobile benchmarks to make informed smartphone purchase decisions, ensuring your device handles your gaming and creative needs within your budget.

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