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GPU Benchmarks NVIDIA Titan RTX vs. NVIDIA Quadro RTX 6000 vs. NVIDIA Quadro RTX 8000

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Best GPUs for deep learning, AI development, compute in 2023–2024. Recommended GPU & hardware for AI training, inference (LLMs, generative AI). GPU training, inference benchmarks using PyTorch, TensorFlow for computer vision (CV), NLP, text-to-speech, etc.

We benchmark NVIDIA Titan RTX vs NVIDIA Quadro RTX 6000 vs NVIDIA Quadro RTX 8000 GPUs and compare AI performance (deep learning training; FP16, FP32, PyTorch, TensorFlow), 3d rendering, Cryo-EM performance in the most popular apps (Octane, VRay, Redshift, Blender, Luxmark, Unreal Engine, Relion Cryo-EM).

Our benchmarks will help you decide which GPU (NVIDIA RTX 4090/4080, H100 Hopper, H200, A100, RTX 6000 Ada, A6000, A5000, or RTX 6000 ADA Lovelace) is the best GPU for your needs. We provide an in-depth analysis of the AI performance of each graphic card's performance so you can make the most informed decision possible. We offer deep learning and 3d rendering benchmarks that will help you get the most out of your hardware.


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Featured GPU benchmarks:

Benchmarks

Deep Learning GPU Benchmarks 2024–2025 [Updated]↑

As of June 2025

Resnet50 (FP16)

1 GPU
NVIDIA Titan RTX
599.29 points
NVIDIA Quadro RTX 6000
542.92 points
NVIDIA Quadro RTX 8000
571.49 points
4 GPU
NVIDIA Titan RTX
1793.02 points
NVIDIA Quadro RTX 6000
1836.63 points
NVIDIA Quadro RTX 8000
1933.29 points
higher is better

Resnet50 (FP16 XLA)

1 GPU
NVIDIA Titan RTX
938.63 points
NVIDIA Quadro RTX 6000
858.33 points
NVIDIA Quadro RTX 8000
903.51 points
4 GPU
NVIDIA Titan RTX
3015.66 points
NVIDIA Quadro RTX 6000
2929.9 points
NVIDIA Quadro RTX 8000
3084.11 points
higher is better

Resnet50 (FP32)

1 GPU
NVIDIA Titan RTX
330.9 points
NVIDIA Quadro RTX 6000
316.09 points
NVIDIA Quadro RTX 8000
369.64 points
4 GPU
NVIDIA Titan RTX
1111.27 points
NVIDIA Quadro RTX 6000
1059.46 points
NVIDIA Quadro RTX 8000
1180.79 points
higher is better

Resnet50 (FP32 XLA)

1 GPU
NVIDIA Titan RTX
364.35 points
NVIDIA Quadro RTX 6000
346.54 points
NVIDIA Quadro RTX 8000
350.23 points
4 GPU
NVIDIA Titan RTX
1231.15 points
NVIDIA Quadro RTX 6000
1180.63 points
NVIDIA Quadro RTX 8000
1244.23 points
higher is better

Resnet152 (FP16)

1 GPU
NVIDIA Titan RTX
267.62 points
NVIDIA Quadro RTX 6000
241.21 points
NVIDIA Quadro RTX 8000
253.91 points
4 GPU
NVIDIA Titan RTX
751.47 points
NVIDIA Quadro RTX 6000
838.5 points
NVIDIA Quadro RTX 8000
882.63 points
higher is better

Resnet152 (FP16 XLA)

1 GPU
NVIDIA Titan RTX
369.05 points
NVIDIA Quadro RTX 6000
337.71 points
NVIDIA Quadro RTX 8000
355.48 points
4 GPU
NVIDIA Titan RTX
1205.22 points
NVIDIA Quadro RTX 6000
1152.39 points
NVIDIA Quadro RTX 8000
1213.04 points
higher is better

Resnet152 (FP32)

1 GPU
NVIDIA Titan RTX
139.43 points
NVIDIA Quadro RTX 6000
129.45 points
NVIDIA Quadro RTX 8000
130.9 points
4 GPU
NVIDIA Titan RTX
450.18 points
NVIDIA Quadro RTX 6000
433.65 points
NVIDIA Quadro RTX 8000
482.25 points
higher is better

Resnet152 (FP32 XLA)

1 GPU
NVIDIA Titan RTX
147.6 points
NVIDIA Quadro RTX 6000
137.45 points
NVIDIA Quadro RTX 8000
140.65 points
4 GPU
NVIDIA Titan RTX
502.34 points
NVIDIA Quadro RTX 6000
498.36 points
NVIDIA Quadro RTX 8000
502.4 points
higher is better

Inception V3 (FP16)

1 GPU
NVIDIA Titan RTX
374 points
NVIDIA Quadro RTX 6000
332.74 points
NVIDIA Quadro RTX 8000
350.25 points
4 GPU
NVIDIA Titan RTX
1226.21 points
NVIDIA Quadro RTX 6000
1185.31 points
NVIDIA Quadro RTX 8000
1247.69 points
higher is better

Inception V3 (FP16 XLA)

1 GPU
NVIDIA Titan RTX
543.32 points
NVIDIA Quadro RTX 6000
485.45 points
NVIDIA Quadro RTX 8000
511 points
4 GPU
NVIDIA Titan RTX
1901.16 points
NVIDIA Quadro RTX 6000
1783.9 points
NVIDIA Quadro RTX 8000
1877.79 points
higher is better

Inception V3 (FP32)

1 GPU
NVIDIA Titan RTX
226.3 points
NVIDIA Quadro RTX 6000
207.65 points
NVIDIA Quadro RTX 8000
210.81 points
4 GPU
NVIDIA Titan RTX
814.29 points
NVIDIA Quadro RTX 6000
732.54 points
NVIDIA Quadro RTX 8000
779.33 points
higher is better

Inception V3 (FP32 XLA)

1 GPU
NVIDIA Titan RTX
244.12 points
NVIDIA Quadro RTX 6000
219.26 points
NVIDIA Quadro RTX 8000
228.5 points
4 GPU
NVIDIA Titan RTX
967.93 points
NVIDIA Quadro RTX 6000
838.46 points
NVIDIA Quadro RTX 8000
847.31 points
higher is better

Inception V4 (FP16)

1 GPU
NVIDIA Titan RTX
200.71 points
NVIDIA Quadro RTX 6000
176.55 points
NVIDIA Quadro RTX 8000
185.84 points
4 GPU
NVIDIA Titan RTX
664.39 points
NVIDIA Quadro RTX 6000
639.21 points
NVIDIA Quadro RTX 8000
672.85 points
higher is better

Inception V4 (FP16 XLA)

1 GPU
NVIDIA Titan RTX
298.5 points
NVIDIA Quadro RTX 6000
266.93 points
NVIDIA Quadro RTX 8000
280.98 points
4 GPU
NVIDIA Titan RTX
1042.2 points
NVIDIA Quadro RTX 6000
972.45 points
NVIDIA Quadro RTX 8000
1023.63 points
higher is better

Inception V4 (FP32)

1 GPU
NVIDIA Titan RTX
111.56 points
NVIDIA Quadro RTX 6000
98.36 points
NVIDIA Quadro RTX 8000
102.88 points
4 GPU
NVIDIA Titan RTX
394.81 points
NVIDIA Quadro RTX 6000
368.27 points
NVIDIA Quadro RTX 8000
387.63 points
higher is better

Inception V4 (FP32 XLA)

1 GPU
NVIDIA Titan RTX
118.83 points
NVIDIA Quadro RTX 6000
103.85 points
NVIDIA Quadro RTX 8000
109.39 points
4 GPU
NVIDIA Titan RTX
427.81 points
NVIDIA Quadro RTX 6000
398.36 points
NVIDIA Quadro RTX 8000
408.84 points
higher is better

VGG16 (FP16)

1 GPU
NVIDIA Titan RTX
366.59 points
NVIDIA Quadro RTX 6000
331.68 points
NVIDIA Quadro RTX 8000
349.14 points
4 GPU
NVIDIA Titan RTX
518.28 points
NVIDIA Quadro RTX 6000
743.08 points
NVIDIA Quadro RTX 8000
782.19 points
higher is better

VGG16 (FP16 XLA)

1 GPU
NVIDIA Titan RTX
504.48 points
NVIDIA Quadro RTX 6000
452.09 points
NVIDIA Quadro RTX 8000
475.88 points
4 GPU
NVIDIA Titan RTX
1235.83 points
NVIDIA Quadro RTX 6000
1327.96 points
NVIDIA Quadro RTX 8000
1397.85 points
higher is better

VGG16 (FP32)

1 GPU
NVIDIA Titan RTX
199.68 points
NVIDIA Quadro RTX 6000
191.03 points
NVIDIA Quadro RTX 8000
190.63 points
4 GPU
NVIDIA Titan RTX
400.25 points
NVIDIA Quadro RTX 6000
547.92 points
NVIDIA Quadro RTX 8000
537.38 points
higher is better

VGG16 (FP32 XLA)

1 GPU
NVIDIA Titan RTX
218.47 points
NVIDIA Quadro RTX 6000
205.36 points
NVIDIA Quadro RTX 8000
210.58 points
4 GPU
NVIDIA Titan RTX
559.34 points
NVIDIA Quadro RTX 6000
612.36 points
NVIDIA Quadro RTX 8000
624.84 points
higher is better

3D, GPU Rendering Benchmarks 2024–2025 [Updated]↑

As of June 2025

V-Ray

1 GPU
NVIDIA Titan RTX
382 points
NVIDIA Quadro RTX 6000
366 points
NVIDIA Quadro RTX 8000
373 points
higher is better

Octane

1 GPU
NVIDIA Titan RTX
377 points
NVIDIA Quadro RTX 6000
324 points
NVIDIA Quadro RTX 8000
323 points
higher is better

Redshift

1 GPU
NVIDIA Titan RTX
8.2 minutes
NVIDIA Quadro RTX 6000
8.47 minutes
NVIDIA Quadro RTX 8000
n/a
lower is better

Blender

1 GPU
NVIDIA Titan RTX
3434.73 score
NVIDIA Quadro RTX 6000
3423.87 score
NVIDIA Quadro RTX 8000
3405.61 score
higher is better

Luxmark

1 GPU
NVIDIA Titan RTX
36654 points
NVIDIA Quadro RTX 6000
30433 points
NVIDIA Quadro RTX 8000
n/a
higher is better

Unreal Engine

1 GPU
NVIDIA Titan RTX
n/a
NVIDIA Quadro RTX 6000
33.3 FPS
NVIDIA Quadro RTX 8000
n/a
higher is better

Technical Specifications

Board Design

NVIDIA Titan RTXNVIDIA Quadro RTX 6000NVIDIA Quadro RTX 8000
Length11 in / 267 mm11 in / 267 mm11 in / 267 mm
Outputs1x HDMI, 3x DisplayPort, 1x USB Type-C4x DisplayPort, 1x USB Type-C4x DisplayPort, 1x USB Type-C
Power Connectors2x 8-pin1x 6-pin + 1x 8-pin1x 6-pin + 1x 8-pin
Slot widthDual-slotDual-slotDual-slot
TDP280 W260 W260 W

Clock Speeds

NVIDIA Titan RTXNVIDIA Quadro RTX 6000NVIDIA Quadro RTX 8000
Boost Clock1770 MHz1770 MHz1770 MHz
GPU Clock1350 MHz1440 MHz1395 MHz
Memory Clock14000 MHz14000 MHz14000 MHz

Graphics Card

NVIDIA Titan RTXNVIDIA Quadro RTX 6000NVIDIA Quadro RTX 8000
Bus InterfacePCIe 3.0 x16PCIe 3.0 x16PCIe 3.0 x16
GenerationGeForce 20Quadro RTXQuadro RTX

Graphics Features

NVIDIA Titan RTXNVIDIA Quadro RTX 6000NVIDIA Quadro RTX 8000
DirectX12 Ultimate (12_1)12 Ultimate (12_1)12 Ultimate (12_1)
OpenCL222
OpenGL4.64.64.6
Shader Model6.56.56.5
CUDA7.57.57.5

Graphics Processor

NVIDIA Titan RTXNVIDIA Quadro RTX 6000NVIDIA Quadro RTX 8000
ArchitectureTuringTuringTuring
Die Size754 mm2754 mm2754 mm2
GPU NameTU102-400-A1TU102-875-A1TU102-875-A1
Process Size12 nm12 nm12 nm
Transistors18600 million18600 million18600 million

Memory

NVIDIA Titan RTXNVIDIA Quadro RTX 6000NVIDIA Quadro RTX 8000
Bandwidth672 GB/s672 GB/s672 GB/s
Memory Bus384 bit384 bit384 bit
Memory Size24 GB24 GB48 GB
Memory TypeGDDR6GDDR6GDDR6

Render Config

NVIDIA Titan RTXNVIDIA Quadro RTX 6000NVIDIA Quadro RTX 8000
ROPs969696
RT Cores727272
Shading Units/ CUDA Cores460846084608
TMUs288288288
Tensor Cores576576576

Theoretical Performance

NVIDIA Titan RTXNVIDIA Quadro RTX 6000NVIDIA Quadro RTX 8000
FP16 (half) performance32.62 TFLOPS32.62 TFLOPS32.62 TFLOPS
FP32 (float) performance16.31 TFLOPS16.31 TFLOPS16.31 TFLOPS
FP64 (double) performance509.8 GFLOPS509.8 GFLOPS509.8 GFLOPS
Pixel Rate169.9 GPixel/s169.9 GPixel/s169.9 GPixel/s
Texture Rate509.8 GTexel/s509.8 GTexel/s509.8 GTexel/s

Price

NVIDIA Titan RTXNVIDIA Quadro RTX 6000NVIDIA Quadro RTX 8000
MSRP$2,499.00$3,999.00$5,499.00
Release DateDec 18th, 2018Aug 13th, 2018Aug 13th, 2018

Test bench configuration

NVIDIA Titan RTXNVIDIA Quadro RTX 6000NVIDIA Quadro RTX 8000
HardwareBIZON ZX5000 More detailsBIZON G3000 More detailsBIZON G3000 More details
SoftwareDeep learning:
Nvidia Driver: 440
CUDA: 10.1
TensorFlow: 1.14
Batch size: 64
3D Rendering:
Nvidia Driver: 442.19
VRay Benchmark: 4.10.3
Octane Benchmark: 4.00
Redshift Benchmark: 3.0.x
Blender: 2.81
Luxmark: 3.1		Deep learning:
Nvidia Driver: 440
CUDA: 10.1
TensorFlow: 1.14
Batch size: 64
3D Rendering:
Nvidia Driver: 442.19
VRay Benchmark: 4.10.3
Octane Benchmark: 4.00
Redshift Benchmark: 3.0.x
Blender: 2.81
Luxmark: 3.1		Deep learning:
Nvidia Driver: 440
CUDA: 10.1
TensorFlow: 1.14
Batch size: 64
3D Rendering:
Nvidia Driver: 442.19
VRay Benchmark: 4.10.3
Octane Benchmark: 4.00
Redshift Benchmark: 3.0.x
Blender: 2.81
Luxmark: 3.1

Recommended hardware

NVIDIA Titan RTXNVIDIA Quadro RTX 6000NVIDIA Quadro RTX 8000
Best GPU workstationsBIZON X5500BIZON X5500BIZON X5500
Best NVIDIA GPU servers-BIZON X7000BIZON X7000
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