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ResearchFormerly WizWand

Object Detection on PDM

62.1mIoUNo-Time-To-Train
-1.54814.97631.548.024Jul 1, 2026
Updated 4mo ago

Evaluation results

MethodLinks
No-Time-To-TrainN-shot=22026.0762.165.5
No-Time-To-TrainN-shot=12026.0755.663.6
Qwen3-VL-235B + IPLoc-IDN-shot=22026.0753.697.6
Qwen3-VL-32B + IPLoc-IDN-shot=22026.0750.799.5
Qwen3-VL-8B + IPLocN-shot=22026.0748.766.7
Qwen3-VL-8B + IPLoc-IDN-shot=22026.0748.798.7
Qwen3-VL-235B + IPLocN-shot=22026.0748.166.6
Qwen3-VL-32B + IPLocN-shot=22026.0747.366.7
Qwen3-VL-32B + IPLoc-IDN-shot=12026.0745.598.6
Qwen3-VL-235B + IPLocN-shot=12026.0744.566.8
Qwen3-VL-235B + IPLoc-IDN-shot=12026.0744.597
Qwen3-VL-32BN-shot=22026.074465.4
Qwen3-VL-8B + IPLoc-IDN-shot=12026.0743.994.1
Qwen3-VL-32B + IPLocN-shot=12026.0743.766.7
Qwen3-VL-8B + IPLocN-shot=12026.0743.666.7
Qwen3-VL-8BN-shot=22026.0739.891.4
Qwen3-VL-32BN-shot=12026.0739.169.9
Qwen3-VL-235BN-shot=22026.0738.763.3
Qwen3-VL-235BN-shot=12026.0736.877.8
Qwen2-VL-7B + IPLocN-shot=22026.0736.766.7
Qwen3-VL-8BN-shot=12026.0736.386.1
Qwen2-VL-7B + IPLoc-IDN-shot=22026.0735.198.8
IPLoc 7B (official)N-shot=22026.0734.371.3
Qwen2-VL-7B + IPLocN-shot=12026.0731.866.6
Qwen2-VL-7B + IPLoc-IDN-shot=12026.0731.697.6
IPLoc 7B (official)N-shot=12026.0731.572.2
VFMN-shot=22026.0728.768.1
VFMN-shot=12026.0726.465.8
Qwen2-VL-7BN-shot=22026.0722.945.5
Grounding-DINON-shot=12026.0721.349.8
Qwen2-VL-7BN-shot=12026.0720.438
Gemma3-12B + IPLoc-IDN-shot=22026.0720.195.9
Gemma3-12B + IPLocN-shot=22026.0717.766.6
Florence-2N-shot=12026.0717.446.7
Gemma3-12B (+ prompt)N-shot=22026.0714.266.3
Gemma3-12B + IPLocN-shot=12026.0713.466.7
Gemma3-12B + IPLoc-IDN-shot=12026.0713.493.2
LLaVA1.5-7B + promptN-shot=22026.0712.264.4
Gemma3-12B (+ prompt)N-shot=12026.0711.776
LLaVA1.5-7B + promptN-shot=12026.070.910