sam31-output-distill-512x16 huggingface.co api & bambezius sam31-output-distill-512x16 github AI Model

Introduction of sam31-output-distill-512x16

Model Details of sam31-output-distill-512x16

SAM 3.1 512x16 teacher-output distilled ball tracker

Project checkpoint: requires the gated official SAM 3.1 base and project runtime. 85,454,646 tracking parameters. Encoder retains blocks 0–15 with seeded random whole-head/channel pruning; decoder and memory architecture are unchanged. Initialized from the original fine-tuned epoch-5 teacher, not the older pruned model.

Student supervision is exclusively cached teacher mask probabilities and presence scores on the custom training set. No human annotations or box-derived targets. One cached YOLO seed per clip; no repeated prompts or ground-truth resets. Initial and pre-seed frames are excluded, no-seed clips are unknown, not negatives. The student carries its own memory. Gradient detachment does not reset history. See signature.json for exact pruning indices and train/teacher-validation split. Validation measures agreement with the teacher, NOT ground-truth accuracy.

Use scripts/train_sam31_output_distillation.py with this repository's config. Checkpoints contain full StreamingSAM31 state and are not standalone official predictor weights. Only load trusted pickle files. The original SAM license and source-data permissions still apply. No source images or annotations are included.

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sam31-output-distill-512x16 install

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