├── LICENSE ├── README.md ├── docs ├── DATASET.md ├── INFERENCE.md └── TRAINING.md ├── eval ├── eval_ReasonSeg.py ├── eval_ReasonVOS.py ├── eval_refcoco.py ├── eval_vqa.py └── eval_vqa_mmb.py ├── eval_tools ├── eval_revos.py ├── merge_lora_weights_and_save_hf_model.py └── metrics.py ├── hyperseg ├── __init__.py ├── eval │ ├── eval_dataset │ │ └── eval_datasets.py │ ├── script │ │ ├── test_mmb.sh │ │ └── test_vqav2.sh │ └── vqa │ │ ├── mmbench │ │ └── convert_mmbench_for_submission.py │ │ └── vqav2 │ │ ├── convert_vqav2_for_submission.py │ │ └── m4c_evaluator.py ├── model │ ├── __init__.py │ ├── datasets_mapper │ │ ├── coco_instance_mapper.py │ │ ├── coco_panoptic_mapper.py │ │ └── coco_semantic_mapper.py │ ├── language_model │ │ ├── einops_exts.py │ │ ├── llava_phi.py │ │ └── perceiver.py │ ├── mask_decoder │ │ ├── Mask2Former_Simplify │ │ │ ├── __init__.py │ │ │ └── modeling │ │ │ │ ├── MaskFormerModel.py │ │ │ │ ├── __init__.py │ │ │ │ ├── backbone │ │ │ │ ├── resnet.py │ │ │ │ └── swin.py │ │ │ │ ├── pixel_decoder │ │ │ │ ├── __init__.py │ │ │ │ ├── msdeformattn.py │ │ │ │ └── ops │ │ │ │ │ ├── functions │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── ms_deform_attn_func.py │ │ │ │ │ ├── make.sh │ │ │ │ │ ├── modules │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── ms_deform_attn.py │ │ │ │ │ ├── setup.py │ │ │ │ │ ├── src │ │ │ │ │ ├── cpu │ │ │ │ │ │ ├── ms_deform_attn_cpu.cpp │ │ │ │ │ │ └── ms_deform_attn_cpu.h │ │ │ │ │ ├── cuda │ │ │ │ │ │ ├── ms_deform_attn_cuda.cu │ │ │ │ │ │ ├── ms_deform_attn_cuda.h │ │ │ │ │ │ └── ms_deform_im2col_cuda.cuh │ │ │ │ │ ├── ms_deform_attn.h │ │ │ │ │ └── vision.cpp │ │ │ │ │ └── test.py │ │ │ │ └── transformer_decoder │ │ │ │ ├── __init__.py │ │ │ │ ├── mask2former_transformer_decoder.py │ │ │ │ ├── maskformer_transformer_decoder.py │ │ │ │ ├── position_encoding.py │ │ │ │ └── transformer.py │ │ ├── __init__.py │ │ └── mask_config │ │ │ ├── Base-COCO-InstanceSegmentation.yaml │ │ │ ├── Base-segmention.yaml │ │ │ ├── __init__.py │ │ │ ├── config.py │ │ │ ├── maskformer2_R50_bs16_50ep.yaml │ │ │ ├── maskformer2_swin_base_384_bs16_50ep.yaml │ │ │ ├── maskformer2_swin_base_panoptic.yaml │ │ │ ├── maskformer2_swin_large.yaml │ │ │ └── maskformer_nuimages.yaml │ ├── mipha │ │ ├── __init__.py │ │ ├── constants.py │ │ ├── conversation.py │ │ ├── mm_utils.py │ │ ├── model │ │ │ ├── __init__.py │ │ │ ├── builder.py │ │ │ ├── language_model │ │ │ │ ├── configuration_mipha.py │ │ │ │ ├── mipha_gemma.py │ │ │ │ └── mipha_phi.py │ │ │ ├── mipha_arch.py │ │ │ ├── multimodal_encoder │ │ │ │ ├── clip_encoder.py │ │ │ │ ├── dinov2_encoder.py │ │ │ │ └── siglip_encoder.py │ │ │ └── multimodal_projector │ │ │ │ └── builder.py │ │ └── utils.py │ ├── multimodal_encoder │ │ └── swin_trans.py │ ├── tracker │ │ ├── box_ops.py │ │ ├── ins_tracker.py │ │ └── pos_neg_select.py │ └── visual_prompt_module │ │ └── context_cluster.py ├── train │ ├── __init__.py │ ├── coco_categories.py │ └── ytvos.py └── utils │ ├── builder.py │ ├── constants.py │ 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