{ "labels": [ "bird", "cat", "cow", "deer", "dog", "horse", "sheep", "squirrel" ], "input_size": 224, "num_classes": 8, "preprocess": { "normalize": "imagenet", "mean": [ 0.485, 0.456, 0.406 ], "std": [ 0.229, 0.224, 0.225 ], "channels": "RGB", "layout": "NCHW" }, "arch": "efficientnet_lite0", "source": "Open Images V7 animal subset (largest-box crops per image), 8 classes; timm ImageNet1K pretrained, full fine-tune", "dataset": "Open Images V7 (Google)", "license": "dataset: images CC-BY 2.0 + annotations CC-BY 4.0 (permissive, commercial + redistributable with attribution); weights: Apache-2.0 (timm backbone) \u2014 publicly distributable", "output": "logits (apply softmax)", "best_val_acc": 0.8925 }