Add LW-DETR object detection models#334
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praise again an impressive contribution
todo see inline
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Closes #328
Implements LW-DETR (https://arxiv.org/abs/2406.03459), a real-time detection transformer
Adds model_lw_detr_tiny(), model_lw_detr_small(), model_lw_detr_medium(), and model_lw_detr_large() with COCO-pretrained weights. The architecture comprises a ViT backbone, a C2f multi-scale projector, and a two-stage deformable-attention decoder. All four variants load the official weights with exact key/shape match and reproduce reference detections; pixel_mask is supported for letterboxed (non-square) inputs.