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ResearchFormerly WizWand

Visual Question Answering on IR-VQA 9,720-sample (test)

35.24Scene AccuracyClean
13.55619.185524.81530.4445Jul 7, 2026
Updated 3mo ago

Evaluation results

MethodLinks
Cleanvlm_model=Qwen2.5-VL2026.0735.2433.1986.59
Cleanvlm_model=GeoChat2026.0724.2725.9198.13
Cleanvlm_model=H2RSVLM2026.0724.2725.5292.4
Cleanvlm_model=InstructBLIP2026.0723.6624.1881.13
Cleanvlm_model=LLaVA-1.62026.0723.5425.3595.34
Thermal Driftvlm_model=H2RSVLM2026.0722.223.8688.71
Thermal Driftvlm_model=Qwen2.5-VL2026.0721.9528.1294.06
Hot/Cold Blockvlm_model=Qwen2.5-VL2026.0721.8327.6994.01
AirflowAttackvlm_model=Qwen2.5-VL2026.0721.8328.694.43
Hot/Cold Blockvlm_model=H2RSVLM2026.0721.8323.9188.71
Thermal Turb.vlm_model=Qwen2.5-VL2026.0721.5926.994.07
IR Stripevlm_model=H2RSVLM2026.0721.5922.7989.09
Cleanvlm_model=LLaVA-1.52026.0721.4626.7298.8
Hot/Cold Blockvlm_model=GeoChat2026.0721.123.0495.11
IR Stripevlm_model=Qwen2.5-VL2026.0720.8527.2193.9
IR Stripevlm_model=GeoChat2026.0720.7323.0895.71
Thermal Driftvlm_model=GeoChat2026.0720.4922.6595.51
AirflowAttackvlm_model=H2RSVLM2026.0720.3722.5388.84
Thermal Turb.vlm_model=GeoChat2026.0719.7622.3495.74
Hot/Cold Blockvlm_model=InstructBLIP2026.0719.5123.8383.83
AirflowAttackvlm_model=GeoChat2026.0719.3921.7395.7
Hot/Cold Blockvlm_model=LLaVA-1.62026.0719.1525.0790.17
Thermal Driftvlm_model=LLaVA-1.62026.0719.1524.8789.93
IR Stripevlm_model=LLaVA-1.62026.0718.7825.1890.84
Thermal Turb.vlm_model=H2RSVLM2026.0718.7822.2488.57
Thermal Driftvlm_model=InstructBLIP2026.0717.9324.5983.29
Hot/Cold Blockvlm_model=LLaVA-1.52026.0717.6824.7796.47
IR Stripevlm_model=InstructBLIP2026.0717.5623.1484
Thermal Driftvlm_model=LLaVA-1.52026.0717.0724.5795.96
IR Stripevlm_model=LLaVA-1.52026.0716.7124.2996.31
Thermal Turb.vlm_model=LLaVA-1.62026.0716.7123.6189.86
Thermal Turb.vlm_model=InstructBLIP2026.0716.5922.5683.11
AirflowAttackvlm_model=LLaVA-1.52026.0716.2224.4797.44
AirflowAttackvlm_model=LLaVA-1.62026.0716.2225.2891.9
AirflowAttackvlm_model=InstructBLIP2026.0714.6323.6482.94
Thermal Turb.vlm_model=LLaVA-1.52026.0714.3924.2394.66