Best image-to-video models for a 64GB graphics card
A leaderboard of the best image-to-video models for a 64GB graphics card (with 32GB of system RAM). The best one that runs on it right now is MiniMax H3, followed by Cosmos3-Nano and Wan 2.2 I2V A14B. Models are ranked on human votes and tests that turn an image into a video. Models that run on it show the download that fits and the command to run it.
Scores use reviewed image to video evaluations only. Compare scores within this task. Models without task measurements are excluded.
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Score vs API price
● open weights ◆ API only ─┘ best score for the price · x: USD per second of video (log)
| # | model | task score↓ | where↓ | speed↓ | sources |
|---|
| # | model | task score↓ | where↓ | speed↓ | sources |
|---|---|---|---|---|---|
| 1 |  Gemini Omni 1.1 Flash | 82±2 | api $0.10/sec |   | |
| 2 |  MiniMax H3 · gguf-q4_k_m fl2va + Qwen3-VL 32B q4_k_m (sd.cpp) | 80±2 | local |  | |
| 3 | Gemini Omni Flash | 77±2* | api $0.10/sec | | |
| 4 |  Dreamina Seedance 2.0 | 77±2 | api $0.30/sec | | |
| 5 |  Dreamina Seedance 2.5 | 75±2* | api $0.30/sec | | |
| 6 |  FLUX 3 Video | 75±2 | api $0.17/sec | | |
| 7 |  Wan 3.0 | 73±2 | api $0.10/sec | | |
| 9 | Wan 2.2 I2V Flash | 70±5* | api $0.036/sec | | |
| 10 |  Grok Imagine Video 1.5 | 70±2 | api $0.080/sec | | |
| 11 |  Kling 3.0 | 69±7* | api $0.084/sec | | |
| 12 | Grok Imagine Video | 67±2 | api $0.050/sec | | |
| 13 |  HappyHorse 1.0 | 67±2* | api $0.14/sec | | |
| 14 | Wan 2.2 I2V Plus | 66±5* | api $0.10/sec | | |
| 15 | Kling 3.0 Pro | 66±2 | api $0.11/sec | | |
| 16 |  Veo 3.1 Fast | 64±2 | api $0.10/sec | | |
| 17 | Veo 3.1 | 64±2 | api $0.40/sec | +3 | |
| 18 | Wan 2.7 | 63±2 | api $0.10/sec | | |
| 19 |  Runway Gen-4.5 | 62±7* | api $0.12/sec | | |
| 20 | Wan 2.6 | 61±2 | api $0.10/sec | | |
| 21 | Kling 2.6 Pro | 60±2* | api $0.070/sec | | |
| 22 |  Vidu Q3 Pro | 60±2* | api $0.10/sec | | |
| 24 | HappyHorse 1.1 | 57±15* | api $0.14/sec | | |
| 26 |  PixVerse V5.6 | 56±2* | api $0.045/sec | | |
| 27 | Wan 2.5 Preview | 56±2 | api $0.10/sec | | |
| 28 | Wan 2.1 I2V Plus | 53±6* | api price unknown | | |
| 31 |  Cosmos3-Nano · bf16 | 51±6* | local | | |
| 32 | Seedance 1.0 Pro | 50±4* | api $0.052/sec | | |
| 33 | Kling 2.5 Turbo Pro | 49±4 | api $0.070/sec | | |
| 34 | Wan 2.6 Flash | 49±8* | api $0.025/sec | | |
| 35 | Hailuo 2.3 | 48±4* | api $0.047/sec | | |
| 37 | Wan 2.2 I2V A14B · gguf-q8_0 ×2 experts + umt5 q8_0 (sd.cpp) | 48±2 | local | | |
| 38 | Vidu Q2 Turbo | 46±4* | api $0.050/sec | | |
| 39 |  P-Video | 46±4* | api $0.020/sec | | |
| 40 | Hailuo 02 | 45±4* | api $0.047/sec | | |
| 42 | Kling 2.1 Master | 45±4* | api $0.28/sec | | |
| 43 | Seedance 1.5 Pro | 45±2 | api $0.052/sec | | |
| 44 | Kling 2.1 Standard | 44±4* | api $0.050/sec | | |
| 47 |  HunyuanVideo 1.5 (I2V) | 44±3 | api $0.075/sec +local | | |
| 49 |  LongCat-Video | 43±3* | api $0.040/sec | | |
| 55 | Hailuo 01 (MiniMax video-01 / I2V-01) | 41±5* | api $0.083/sec | | |
| 57 | HunyuanVideo 1.5 · fp16 720p T2V (sd.cpp) | 40±4* | local | | |
| 58 | Wan 2.2 TI2V 5B · fp16 + umt5 q8_0 (sd.cpp) | 40±4 | local | | |
| 61 | Wan 2.1 I2V Turbo | 38±7* | api price unknown | | |
| 62 | HunyuanVideo-I2V · bf16 720p + CPU offload (official script) | 38±3 | local | | |
| 64 | Wan 2.2 A14B · gguf-q8_0 ×2 experts + umt5 q8_0 (sd.cpp) | 37±4* | local | | |
| 71 |  LTX-2.3 · gguf-ud-q4_k_m 22B dev + Gemma 3 12B q4 (sd.cpp) | 23±3* | local | | |
| 72 | Runway Gen-4 Turbo | 23±4* | api $0.050/sec | | |
| 74 |  Pika 2.2 | 16±4* | api $0.040/sec | |
+ 26 more don't fit your machine or budget · show them
74 of 74 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