{ "selection": { "variant": "objects1024", "checkpoint": "local-run/runs/forma/experiments/objects1024-seed44/best.pt", "threshold": 0.6, "repeat_checkpoint": "local-run/runs/forma/experiments/objects1024-seed45/best.pt", "repeat_threshold": 0.6 }, "runs": { "selected": { "score": { "loss": 0.5288282543048263, "occupancy_iou": 0.434657429975929, "silhouette_iou": 0.5405500827612161, "chamfer": 0.05237952823786939, "latency_seconds": 0.007597888194723055, "threshold": 0.6, "examples": 400, "empty_outputs": 0, "manifest_sha256": "3e8cbaf375a295064f46df792e428e409aef384d5f4983c534b17ccddef9db91", "rss_bytes": 414646272, "peak_rss_bytes": 435437568 }, "checkpoint_sha256": "ed7820ccd07b1a0fdbb17a95476f45892e2bd4ea7eba6c593e995845d9a9560d", "ci": { "silhouette_iou": { "delta_candidate_minus_baseline": 0.07686164669613241, "ci95": [ 0.06620625277555024, 0.08925644709590333 ], "clusters": 100, "bootstrap_repeats": 2000 }, "occupancy_iou": { "delta_candidate_minus_baseline": 0.09725900993297572, "ci95": [ 0.07289312401256197, 0.12272462646698633 ], "clusters": 100, "bootstrap_repeats": 2000 }, "chamfer": { "delta_candidate_minus_baseline": -0.017205378974122443, "ci95": [ -0.03761618323597912, -0.0062196922360514394 ], "clusters": 100, "bootstrap_repeats": 2000 } } }, "repeat": { "score": { "loss": 0.5437050361186266, "occupancy_iou": 0.4125259027257265, "silhouette_iou": 0.5465734927516692, "chamfer": 0.05410549798496925, "latency_seconds": 0.007690862412564456, "threshold": 0.6, "examples": 400, "empty_outputs": 0, "manifest_sha256": "3e8cbaf375a295064f46df792e428e409aef384d5f4983c534b17ccddef9db91", "rss_bytes": 420741120, "peak_rss_bytes": 435437568 }, "checkpoint_sha256": "a576d652928faa265c221bedac7fdbce1d8e8be8a8c7b9ec2d5cff240d28021c", "ci": { "silhouette_iou": { "delta_candidate_minus_baseline": 0.08288505668658566, "ci95": [ 0.07360989200676811, 0.09423433733451456 ], "clusters": 100, "bootstrap_repeats": 2000 }, "occupancy_iou": { "delta_candidate_minus_baseline": 0.07512748268277328, "ci95": [ 0.0540098029584061, 0.0983109243792212 ], "clusters": 100, "bootstrap_repeats": 2000 }, "chamfer": { "delta_candidate_minus_baseline": -0.0154794092270226, "ci95": [ -0.035662256027738926, -0.004783220070014258 ], "clusters": 100, "bootstrap_repeats": 2000 } } } }, "baseline": { "loss": 0.5606700345873833, "occupancy_iou": 0.33739842004295334, "silhouette_iou": 0.46368843606508364, "chamfer": 0.06958490721199183, "latency_seconds": 0.00743420758168213, "threshold": 0.5, "examples": 400, "empty_outputs": 2, "manifest_sha256": "3e8cbaf375a295064f46df792e428e409aef384d5f4983c534b17ccddef9db91", "rss_bytes": 433438720, "peak_rss_bytes": 433422336 }, "batch": { "batch": 8 }, "limitations": "ABO Gaussian-proxy input only. Chamfer is center-to-mesh-surface-sample distance; silhouettes use orthographic alpha>=0.5 vs triangle rasterization at 96px. Not photorealistic or natural-photo evaluation." }