{ "selection_method": "CropVLM was run on the full testing dataset. Examples were selected from correct predictions by descending cosine margin between the correct class and the second-highest class, preferring less-common crops and keeping at most one image per class.", "score_type": "cosine similarity after L2-normalizing image and text embeddings", "examples": [ { "file": "cacao.png", "source": "/mnt/e/Desktop/Datasets/FruitDataset/Crop_Dataset_testing/cacao/cacao_01171.png", "class": "cacao", "top1_score": 0.336548, "second_class": "mango", "second_score": 0.218446, "margin": 0.118102 }, { "file": "olive.png", "source": "/mnt/e/Desktop/Datasets/FruitDataset/Crop_Dataset_testing/olive/olive_01140.png", "class": "olive", "top1_score": 0.329435, "second_class": "peas", "second_score": 0.215531, "margin": 0.113904 }, { "file": "cauliflower.png", "source": "/mnt/e/Desktop/Datasets/FruitDataset/Crop_Dataset_testing/cauliflower/cauliflower_01107.png", "class": "cauliflower", "top1_score": 0.355567, "second_class": "cucumber", "second_score": 0.246063, "margin": 0.109503 }, { "file": "sugarcane.png", "source": "/mnt/e/Desktop/Datasets/FruitDataset/Crop_Dataset_testing/sugarcane/sugarcane_01134.png", "class": "sugarcane", "top1_score": 0.334631, "second_class": "rice", "second_score": 0.226767, "margin": 0.107864 }, { "file": "sunflower.png", "source": "/mnt/e/Desktop/Datasets/FruitDataset/Crop_Dataset_testing/sunflower/sunflower_01425.png", "class": "sunflower", "top1_score": 0.309900, "second_class": "pineapple", "second_score": 0.208610, "margin": 0.101291 } ] }