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LEADERBOARD
Vision Models
Image understanding, classification, and visual reasoning models
15tools ranked
Vision Models Rankings
Ranked by overall ToolRoute Score across all benchmark dimensions
| Rank | Tool Name | ToolRoute Score | Output | Reliability | Efficiency | Cost | Trust | Stars |
|---|---|---|---|---|---|---|---|---|
| 🥇 | SAM 2 | 6.9 | 6.9 | 6.6 | 6.8 | 7.2 | 7.5 | 20,102 |
| 🥈 | GPT-4 VisionOfficial | 6.9 | 7.1 | 6.9 | 6.5 | 5.0 | 9.5 | 32,050 |
| 🥉 | Claude 3 VisionOfficial | 6.8 | 7.0 | 7.0 | 6.6 | 5.0 | 8.9 | 4,042 |
| #4 | RoboflowOfficial | 6.8 | 6.7 | 6.6 | 6.5 | 5.7 | 9.5 | 51,487 |
| #5 | Florence-2 | 6.7 | 6.7 | 6.5 | 6.9 | 7.2 | 6.6 | 8,000 |
| #6 | InternVL | 6.7 | 6.8 | 6.5 | 6.7 | 7.2 | 6.5 | 10,173 |
| #7 | PixtralOfficial | 6.7 | 6.7 | 6.6 | 6.8 | 5.5 | 9.0 | 959 |
| #8 | Grounding DINO | 6.6 | 6.7 | 6.4 | 6.6 | 7.2 | 6.5 | 10,732 |
| #9 | CogVLM | 6.6 | 6.7 | 6.4 | 6.6 | 7.2 | 6.5 | 6,748 |
| #10 | LLaVA | 6.6 | 6.6 | 6.4 | 6.7 | 7.2 | 6.5 | 25,077 |
| #11 | Qwen-VL | 6.6 | 6.7 | 6.5 | 6.8 | 7.1 | 6.0 | 6,727 |
| #12 | Moondream | 6.5 | 6.3 | 6.2 | 7.2 | 7.2 | 6.5 | 10,152 |
| #13 | Azure Computer VisionOfficial | 6.5 | 6.4 | 6.7 | 6.6 | 5.5 | 8.0 | 326 |
| #14 | Gemini VisionOfficial | 6.3 | 6.9 | 6.8 | 6.9 | 5.3 | 3.5 | 2,329 |
| #15 | AWS RekognitionOfficial | 6.2 | 6.5 | 6.8 | 6.6 | 5.5 | 4.0 | 7,599 |
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Why SAM 2 is #1
SAM 2 leads GPT-4 Vision by +2.2 in Cost, and also wins in Efficiency.
Output Quality
6.9
vs 7.1
Reliability
6.6
vs 6.9
Efficiency
6.8
vs 6.5
Cost
7.2
vs 5.0
Trust
7.5
vs 9.5
Score Guide:9+ Exceptional8+ Excellent7+ Good6+ Fair<6 Below Avg
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