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S2.50: bench --roto compares classical, MobileSAM and SAM 2
--mobilesam FILE; results recorded in docs/roto-brush-sam2.md (re-entry clip: 0.632 classical, 0.499 MobileSAM, 0.975 SAM 2). Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
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Claude Sonnet 5.5
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@@ -44,14 +44,18 @@ clip costs one encode per frame, so a 300-frame clip takes on the order of 17 mi
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backend; GPU work is Phase 6 of the plan (the early Hiera blocks are memory-bound and have headroom on the CPU too).
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## Benchmark
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`effectcraft-cli bench --roto [--frames N] [--sam2 model.safetensors]` runs synthetic clips with known mattes. 12 frames,
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debug build, mean IoU (after the object returns):
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`effectcraft-cli bench --roto [--frames N] [--sam2 model.safetensors] [--mobilesam mobile_sam.pt]` runs synthetic clips
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with known mattes through all three. 12 frames, debug build, this PC; mean IoU (mean IoU after the object returns), seconds
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per frame:
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| Clip | Classical | SAM 2.1 Tiny |
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|---|---|---|
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| move | 0.982 | 0.993 |
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| light | 0.981 | 0.992 |
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| occlusion | 0.978 | 0.988 |
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| reenter | 0.632 (0.000) | 0.975 (0.967) |
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| Clip | Classical | MobileSAM | SAM 2.1 Tiny |
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|---|---|---|---|
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| move | 0.982 | 0.992 | 0.993 |
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| light | 0.981 | 0.992 | 0.992 |
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| occlusion | 0.978 | 0.881 | 0.988 |
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| reenter | 0.632 (0.000) | 0.499 (0.725) | 0.975 (0.967) |
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| s/frame | 0.01 | 1.1 | 8.2 |
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MobileSAM's column appears when it is installed.
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MobileSAM prompts every frame independently from the flow-warped matte, so it follows the object while the flow does and
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loses it when it is hidden; SAM 2's streaming memory is what lets it re-acquire the object. The synthetic clips are easy
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(one textured disc), so the "move" and "light" rows mostly show all three working; the re-entry row is the difference.
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