{ "backbone": "facebook/dinov2-giant", "dtype": "torch.bfloat16", "n_layers_total": 40, "hidden_size": 1536, "n_registers": 0, "layers": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40 ], "pool": "cls+mean+std", "feature_dim": 4608, "n_samples": 12500, "crop_size": 504, "crop_mode": "center", "do_resize": false, "layer_norm": "model.norm applied to every extracted layer", "taxonomy": "ntirehard", "deg_dims": [ "downscale", "lincontrchange", "jpeg", "randomcrop", "randomaspectcrop", "darken", "brighten", "impulsenoise", "rgbshift", "colorshift", "gausblur", "pixelate", "whitenoise", "colorsat", "quantization", "lensblur", "multnoise", "motionblur", "jitter", "jpeg_ai", "adv_embed_resnet", "adv_embed_clip", "randomtonecurve", "jpeg_recompression_1", "jpeg_recompression_2", "jpeg_recompression_comb_jpegai", "clahe", "perspective", "isonoise" ], "deg_levels": 6, "deg_code_values": { "downscale": [ 0, 1, 2, 3, 4, 5 ], "lincontrchange": [ 0, 1, 2, 3, 4, 5 ], "jpeg": [ 0, 1, 2, 3, 4, 5 ], "randomcrop": [ 0, 1, 2, 3, 4, 5 ], "randomaspectcrop": [ 0, 1, 2, 3, 4, 5 ], "darken": [ 0, 1, 2, 3, 4, 5 ], "brighten": [ 0, 1, 2, 3, 4, 5 ], "impulsenoise": [ 0, 1, 2, 3, 4, 5 ], "rgbshift": [ 0, 1, 2, 3, 4, 5 ], "colorshift": [ 0, 1, 2, 3, 4, 5 ], "gausblur": [ 0, 1, 2, 3, 4, 5 ], "pixelate": [ 0, 1, 2, 3, 4, 5 ], "whitenoise": [ 0, 1, 2, 3, 4, 5 ], "colorsat": [ 0, 1, 2, 3, 4, 5 ], "quantization": [ 0, 1, 2, 3, 4, 5 ], "lensblur": [ 0, 1, 2, 3, 4, 5 ], "multnoise": [ 0, 1, 2, 3, 4, 5 ], "motionblur": [ 0, 1, 2, 3, 4, 5 ], "jitter": [ 0, 1, 2, 3, 4, 5 ], "jpeg_ai": [ 0, 1, 2, 3, 4, 5 ], "adv_embed_resnet": [ 0, 1, 2, 3, 4, 5 ], "adv_embed_clip": [ 0, 1, 2, 3, 4, 5 ], "randomtonecurve": [ 0, 1, 2, 3, 4, 5 ], "jpeg_recompression_1": [ 0, 1, 2, 3, 4, 5 ], "jpeg_recompression_2": [ 0, 1, 2, 3, 4, 5 ], "jpeg_recompression_comb_jpegai": [ 0, 1, 2, 3, 4, 5 ], "clahe": [ 0, 1, 2, 3, 4, 5 ], "perspective": [ 0, 1, 2, 3, 4, 5 ], "isonoise": [ 0, 1, 2, 3, 4, 5 ] }, "manifest_sha1": "027a2c265962682743a7755a881480bc9d2663f8", "_fingerprint": "a46d00829b9876dcb411d93808954c084415c141" }