Best image models for a 24GB PC without a graphics card
A leaderboard of the best image models for a computer with 24GB of RAM and no graphics card. The best one that runs on it right now is Qwen-Image-2.1, followed by Ovis-Image-7B and Playground v2 (1024px aesthetic). Models are ranked by one score that combines 73 published benchmarks. Models that run on it show the download that fits and the command to run it.
112 models · scores combine 73 benchmarks · updated how it works · find a leaderboard · benchmark your machine
Models for 24GB RAM · no GPU → ~16GB for models (CPU, slow) · reset
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Score vs API price
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● open weights ◆ API only ─┘ best score for the price · x: USD per image (log)
| # | model | score↓ | where↓ | speed↓ | sources |
|---|---|---|---|---|---|
| 1 |  GPT Image 2.5 Sunburst | 92±2 | api $0.013/image |     | |
| 2 | GPT Image 2.5 Flare | 88±2 | api $0.013/image | | |
| 3 | GPT Image 2 | 85±1 | api $0.053/image | +5 | |
| 5 |  Nano Banana 2.1 | 81±2* | api $0.034/image | | |
| 6 |  Grok Imagine Image 2.0 | 79±2 | api $0.040/image | | |
| 7 |  Reve 2.1 | 78±2 | api $0.25/image | | |
| 8 |  Muse Image | 76±2 | api $0.010/image | | |
| 9 | Nano Banana 2 (Gemini 3.1 Flash Image) | 76±1 | api $0.067/image | +7 | |
| 10 | Nano Banana Pro (Gemini 3 Pro Image) | 76±1 | api $0.13/image | +10 | |
| 11 |  Qwen-Image-3.0-Pro | 75±2 | api $0.040/image | | |
| 12 |  Seedream 5.0 Pro | 75±2 | api $0.050/image | | |
| 13 | Reve 2.0 | 74±2* | api $0.25/image | | |
| 14 | ChatGPT Image Latest (chatgpt-image-latest) | 74±4* | api $0.034/image | | |
| 16 | Nano Banana 2 Lite (Gemini 3.1 Flash-Lite Image) | 73±2 | api $0.034/image | | |
| 17 | GPT Image 1.5 | 71±1 | api $0.034/image | +5 | |
| 18 | Qwen-Image-2.1 · gguf-q4_k + Qwen3-VL 8B q4_k_m (sd.cpp) | 69±2 | local (slow) | | |
| 20 | Qwen-Image-2.0-Pro (2026-06-22) | 67±2* | api $0.075/image | | |
| 21 |  Uni-1.1 | 67±2* | api $0.040/image | | |
| 23 |  Ideogram 4.0 | 66±2* | api $0.060/image | | |
| 24 | Qwen-Image 2.0 Pro | 66±3 | api $0.075/image | | |
| 26 | Grok Imagine Image | 66±2 | api $0.020/image | | |
| 27 | Uni-1.1 Max | 65±2 | api $0.10/image | | |
| 28 | Grok Imagine Image Pro | 65±2 | api $0.050/image | | |
| 29 | Seedream 5.0 Lite | 65±2 | api $0.035/image | +2 | |
| 30 |  Seedream 4.5 | 64±1 | api $0.040/image | +1 | |
| 31 |  Recraft V4.1 Utility Pro | 64±2* | api $0.21/image | | |
| 32 |  FLUX.2 [max] | 64±1 | api $0.070/image | | |
| 33 |  Wan 2.7 Image Pro | 63±2 | api $0.075/image | | |
| 36 | FLUX.2 [pro] | 63±2 | api $0.030/image | | |
| 37 | FLUX.2 [flex] | 62±2 | api $0.050/image | | |
| 38 |  HunyuanImage 3.0-Instruct | 62±3* | api $0.090/image | | |
| 39 | Nano Banana (Gemini 2.5 Flash Image) | 62±1 | api $0.039/image |  +10 | |
| 40 | Wan 2.7 Image | 62±2 | api $0.030/image | | |
| 41 | Imagen 4 Ultra | 61±2 | api $0.060/image | | |
| 42 | GPT Image 1 | 61±1 | api $0.042/image | +9 | |
| 43 | Wan 2.6 Text-to-Image | 61±3* | api $0.030/image | | |
| 45 | Seedream 4.0 | 61±1 | api $0.040/image | +5 | |
| 46 | Recraft V4.1 Pro | 61±3* | api $0.21/image | | |
| 47 |  ERNIE-Image-Turbo | 61±3† | api $0.010/image | | |
| 49 | ERNIE-Image | 60±2 | api $0.030/image | | |
| 50 |  Kling Image O1 | 60±4* | api $0.028/image | | |
| 51 |  Krea 2 Medium | 60±3* | api $0.030/image | | |
| 52 | Imagen 4 | 59±2 | api $0.040/image | | |
| 53 | Wan 2.5 Text-to-Image Preview | 59±3* | api $0.030/image | | |
| 54 | Recraft V4 | 59±3* | api $0.040/image | | |
| 56 | Krea 2 Turbo | 59±3* | api $0.015/image | | |
| 57 | GPT Image 1 Mini | 59±2 | api $0.011/image | | |
| 58 | Krea 2 Large | 59±3* | api $0.060/image | | |
| 59 | Qwen-Image-Edit-2509 | 59±3 | api $0.030/image | | |
| 60 |  HiDream-O1-Image | 58±2 | api $0.010/image | | |
| 61 | FLUX.2 [dev] | 58±1 | api $0.046/image | +8 | |
| 63 |  Z-Image (Base) | 58±2 | api $0.010/image +local | | |
| 64 | Wan 2.6 Image | 58±4* | api $0.030/image | | |
| 65 | HunyuanImage 2.1 | 58±2* | api $0.10/image | | |
| 66 | Qwen-Image-Edit-2511 | 58±2 | api $0.030/image | +2 | |
| 67 | Recraft V4.1 Flash | 57±3* | api $0.0070/image | | |
| 68 | HunyuanImage 3.0 | 57±2 | api $0.080/image | +3 | |
| 72 |  LongCat-Image-Edit | 56±2 | api $0.15/image | | |
| 74 |  P-Image-Edit | 56±4* | api $0.010/image | | |
| 76 | Qwen-Image-2512 | 56±1 | api $0.020/image | +1 | |
| 78 | Z-Image-Turbo | 55±1 | api $0.0050/image +local | +1 | |
| 80 | Qwen-Image-Edit | 55±2 | api $0.030/image | +4 | |
| 82 | FLUX.2 [klein] 9B | 55±2 | api $0.015/image +local | | |
| 83 | FLUX.1 Kontext [max] | 55±2 | api $0.080/image | | |
| 85 | Qwen-Image | 54±1 | api $0.025/image | +8 | |
| 88 | LongCat-Image | 53±4 | api $0.13/image +local | | |
| 90 | Kling Image 2.1 | 53±7* | api $0.014/image | | |
| 92 | Wan 2.5 Image-to-Image Preview | 53±4* | api $0.030/image | | |
| 93 |  MiniMax image-01 | 53±5* | api $0.0035/image | | |
| 94 | Ideogram 3.0 | 52±2 | api $0.060/image | | |
| 97 | FLUX.2 [klein] 4B | 52±2 | api $0.0011/image +local | | |
| 98 | P-Image | 51±2* | api $0.0050/image | | |
| 99 | Photon | 51±2 | api $0.019/image | | |
| 100 | Recraft V3 | 50±2 | api $0.040/image | | |
| 101 | FLUX.1 Kontext [pro] | 50±2 | api $0.040/image | | |
| 102 |  GLM-Image | 50±2 | api $0.015/image | | |
| 104 |  Runway Gen-4 Image | 50±3* | api $0.050/image | | |
| 105 |  Lucid Origin | 49±3* | api $0.017/image | | |
| 113 |  Ovis-Image-7B · gguf-q4_0 + Ovis 2.5 (sd.cpp) | 48±7* | local (slow) | | |
| 114 | FLUX.1 Krea [dev] | 47±3 | api $0.025/image | | |
| 116 | HiDream-I1-Full | 47±2 | api $0.050/image | | |
| 118 | Ideogram 2.0 | 46±2 | api $0.080/image | | |
| 120 | FLUX1.1 [pro] | 46±2 | api $0.040/image | | |
| 126 | FLUX.1 Kontext [dev] | 44±1 | api $0.025/image | +7 | |
| 127 | FLUX.1 [dev] | 44±1 | api $0.025/image | +5 | |
| 131 |  Lumina-Image 2.0 | 43±4* | api $0.075/image | | |
| 133 | BAGEL | 42±1 | api $0.10/image | +14 | |
| 135 | FLUX.1 [schnell] | 42±2 | api $0.0030/image | | |
| 136 |  OmniGen2 | 42±2 | api $0.15/image | +6 | |
| 137 |  Stable Diffusion 3.5 Large | 42±1 | api $0.065/image | +4 | |
| 139 |  Playground v2 (1024px aesthetic) · fp16 (sd.cpp) | 41±4* | local (slow) | | |
| 141 | Stable Diffusion 3.5 Medium | 41±3 | api $0.035/image | | |
| 148 | Stable Diffusion XL 0.9 (base) · q8_0 (sd.cpp --type) | 40±6* | local (slow) | | |
| 149 | Stable Diffusion 3 Medium | 40±2 | api $0.035/image +local | | |
| 153 |  Janus-Pro-7B | 38±2 | api $0.0020/image | | |
| 156 | SDXL-Lightning (4-step UNet) · fp16 (sd.cpp) | 37±3* | local (slow) | | |
| 158 | Janus-Pro-1B | 36±4 | api $0.0005/image | | |
| 161 |  SSD-1B · fp16 (sd.cpp) | 36±4* | local (slow) | | |
| 167 | Stable Diffusion XL 1.0 | 34±1 | api $0.0019/image +local | +8 | |
| 170 | SDXL-Turbo · fp16 (sd.cpp) | 34±2 | local (slow) | | |
| 178 |  Dreamlike Photoreal 2.0 · q8_0 (sd.cpp --type) | 30±3 | local (slow) | | |
| 183 |  DALL·E Mega (minDALL-E) · fp32 | 29±4 | local (slow) | | |
| 185 |  Openjourney · q8_0 (sd.cpp --type) | 28±2 | local (slow) | | |
| 186 |  Stable Diffusion v1.4 · q8_0 (sd.cpp --type) | 27±2 | local (slow) | | |
| 187 | Stable Diffusion v1.3 · q8_0 (sd.cpp --type) | 27±4* | local (slow) | | |
| 188 | Stable Diffusion v1.1 · q8_0 (sd.cpp --type) | 26±3 | local (slow) | | |
| 189 | Stable Diffusion v1.2 · q8_0 (sd.cpp --type) | 26±3* | local (slow) | | |
| 191 | Stable Diffusion v1.5 · q8_0 (sd.cpp --type) | 26±2 | local (slow) | +1 | |
| 193 |  LCM Dreamshaper v7 · openvino-fp16 (OpenVINO GenAI) | 23±4* | local (slow) | | |
| — |  Mage-Flow · bf16 + Qwen3-VL 4B q4_k_m (sd.cpp) | not yet calibrated | local (slow) | | |
| — | Mage-Flow-Base · bf16 + Qwen3-VL 4B q4_k_m (sd.cpp) | not yet calibrated | local (slow) | | |
| — | Mage-Flow-Turbo · bf16 + Qwen3-VL 4B q4_k_m (sd.cpp) | not yet calibrated | local (slow) | |
+ 90 more don't fit your machine or budget · show them
202 of 202 catalogue models listed here · sources and licences
* new or thinly tested: ranked on too few benchmark results · † only the maker’s own numbers so far · ~RAM is estimated; full context may need more memory