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Area Estimation on RS-GSD Benchmark v5.0

17.1Median ErrorClaude Opus 4.6
15.46426.50737.5548.593Mar 4, 2026

Evaluation results

MethodLinks
Claude Opus 4.6vehicle-length hint=cars ≈ 5 m, operation mode=agent with programmatic image analysis tools2026.0317.141.536597388
RS-GSDmode=proposed pipeline2026.0319.729.230598097
GPT-4ovehicle-length hint=cars ≈ 5 m2026.0335.955.215365985
Qwen2.5-VL-72Bvehicle-length hint=cars ≈ 5 m2026.0338.1100.410305983
Qwen2.5-VL-72Bscale information=none, inference mode=Zero-shot2026.0338.384.519356184
Qwen-VL-Maxvehicle-length hint=cars ≈ 5 m2026.0346.599.913305380
Claude Opus 4.6scale information=none, inference mode=Zero-shot2026.0347.272.924355573
Qwen-VL-Maxscale information=none, inference mode=Zero-shot2026.0350.397.113274975
Qwen-VL-Plusscale information=none, inference mode=Zero-shot2026.0351.3190.322334968
GPT-4oscale information=none, inference mode=Zero-shot2026.0351.969.417344893
Qwen-VL-Plusvehicle-length hint=cars ≈ 5 m2026.0358236.212284470