Instructions to use mfranzon/sam2-tiny-tracking with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sam2
How to use mfranzon/sam2-tiny-tracking with sam2:
# Use SAM2 with images import torch from sam2.sam2_image_predictor import SAM2ImagePredictor predictor = SAM2ImagePredictor.from_pretrained(mfranzon/sam2-tiny-tracking) with torch.inference_mode(), torch.autocast("cuda", dtype=torch.bfloat16): predictor.set_image(<your_image>) masks, _, _ = predictor.predict(<input_prompts>)# Use SAM2 with videos import torch from sam2.sam2_video_predictor import SAM2VideoPredictor predictor = SAM2VideoPredictor.from_pretrained(mfranzon/sam2-tiny-tracking) with torch.inference_mode(), torch.autocast("cuda", dtype=torch.bfloat16): state = predictor.init_state(<your_video>) # add new prompts and instantly get the output on the same frame frame_idx, object_ids, masks = predictor.add_new_points(state, <your_prompts>): # propagate the prompts to get masklets throughout the video for frame_idx, object_ids, masks in predictor.propagate_in_video(state): ... - Notebooks
- Google Colab
- Kaggle
| license: apache-2.0 | |
| tags: | |
| - sam2 | |
| - segment-anything | |
| - video-segmentation | |
| - tracking | |
| - microscopy | |
| pipeline_tag: mask-generation | |
| # SAM2 Tiny (Cell and Bacterium Tracking) | |
| The SAM2 tiny checkpoint used in the Model Garden **Cell and Bacterium | |
| Tracking** demo: class-agnostic video segment-and-track where pretrained | |
| detectors have no labels, e.g. a neutrophil chasing a bacterium. | |
| ## Method | |
| Human-seed-then-propagate: a few clicks lock the right object, then SAM2 | |
| propagates masks across the rest of the frames autonomously. **No training | |
| required.** | |
| ## Provenance | |
| This is the `sam2_hiera_tiny` checkpoint from | |
| [`facebook/sam2-hiera-tiny`](https://huggingface.co/facebook/sam2-hiera-tiny), | |
| re-hosted here for the Model Garden showcase. All credit to Meta AI. | |
| ## Usage | |
| See the [SAM2 repository](https://github.com/facebookresearch/sam2) for the | |
| video predictor API. | |