├── Gradio_Demo_CityAnchor.py ├── README.md ├── Test_CityAnchor_on_cityanchor_dataset.py ├── Test_CityAnchor_on_cityrefer_dataset.py ├── Train_CityAnchor.py ├── data └── sensaturban │ ├── __pycache__ │ └── model_util_sensaturban.cpython-311.pyc │ ├── helper_ply.py │ ├── meta_data │ ├── balance_split │ │ ├── sensaturban_train.txt │ │ ├── sensaturban_val_test.txt │ │ └── sensaturban_val_val.txt │ ├── bbox_size.pkl │ ├── false_segments │ │ ├── sensaturban_wrong_segments.num_valid-0.csv │ │ ├── sensaturban_wrong_segments.num_valid-1.csv │ │ ├── sensaturban_wrong_segments.num_valid-2.csv │ │ ├── sensaturban_wrong_segments.num_valid-3.csv │ │ ├── sensaturban_wrong_segments.num_valid-4.csv │ │ ├── sensaturban_wrong_segments.num_valid-5.csv │ │ └── sensaturban_wrong_segments.num_valid-6.csv │ └── sensaturban-labels.tsv │ ├── model_util_sensaturban.py │ ├── prepare_data.py │ ├── prepare_data.sh │ ├── split_data.py │ └── tool.py ├── dataset └── SensatUrban-LISA-EX │ ├── train │ ├── birmingham_block_1.jpg │ └── birmingham_block_1.json │ └── val │ ├── birmingham_block_4.jpg │ └── birmingham_block_4.json ├── fig ├── Demo_Gradio.png ├── Scene.gif └── Teaser.png ├── lib ├── __pycache__ │ ├── config.cpython-310.pyc │ ├── config.cpython-311.pyc │ ├── dataset.cpython-310.pyc │ ├── dataset.cpython-311.pyc │ ├── eval_helper.cpython-310.pyc │ ├── loss_helper.cpython-310.pyc │ ├── scheduler_helper.cpython-310.pyc │ └── solver.cpython-310.pyc ├── config.py ├── dataset.py ├── eval_helper.py ├── loss_helper.py ├── scheduler_helper.py └── solver.py ├── merge_lora_weights_and_save_hf_model.py ├── model ├── CityAnchor.py ├── LISA_ROI.py ├── __pycache__ │ ├── CityAnchor.cpython-310.pyc │ ├── CityAnchor.cpython-311.pyc │ ├── LISA.cpython-310.pyc │ ├── LISA.cpython-38.pyc │ ├── LISA_ROI.cpython-310.pyc │ ├── LISA_ROI.cpython-311.pyc │ ├── __init__.cpython-310.pyc │ ├── basic_blocks.cpython-310.pyc │ ├── cityrefer.cpython-310.pyc │ ├── landlang_module.cpython-310.pyc │ ├── refnet.cpython-310.pyc │ ├── transformer.cpython-310.pyc │ └── util.cpython-310.pyc ├── llava │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-310.pyc │ │ ├── __init__.cpython-311.pyc │ │ ├── __init__.cpython-38.pyc │ │ ├── constants.cpython-310.pyc │ │ ├── constants.cpython-311.pyc │ │ ├── constants.cpython-38.pyc │ │ ├── conversation.cpython-310.pyc │ │ ├── conversation.cpython-311.pyc │ │ ├── conversation.cpython-38.pyc │ │ ├── mm_utils.cpython-310.pyc │ │ ├── mm_utils.cpython-311.pyc │ │ ├── mm_utils.cpython-38.pyc │ │ └── utils.cpython-310.pyc │ ├── constants.py │ ├── conversation.py │ ├── mm_utils.py │ ├── model │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ ├── __init__.cpython-311.pyc │ │ │ ├── __init__.cpython-38.pyc │ │ │ ├── builder.cpython-310.pyc │ │ │ ├── llava_arch.cpython-310.pyc │ │ │ ├── llava_arch.cpython-311.pyc │ │ │ └── llava_arch.cpython-38.pyc │ │ ├── apply_delta.py │ │ ├── builder.py │ │ ├── consolidate.py │ │ ├── language_model │ │ │ ├── __pycache__ │ │ │ │ ├── llava_llama.cpython-310.pyc │ │ │ │ ├── llava_llama.cpython-311.pyc │ │ │ │ ├── llava_llama.cpython-38.pyc │ │ │ │ ├── llava_mpt.cpython-310.pyc │ │ │ │ ├── llava_mpt.cpython-311.pyc │ │ │ │ └── llava_mpt.cpython-38.pyc │ │ │ ├── llava_llama.py │ │ │ ├── llava_llama_origin.py │ │ │ ├── llava_mpt.py │ │ │ └── mpt │ │ │ │ ├── __pycache__ │ │ │ │ ├── adapt_tokenizer.cpython-310.pyc │ │ │ │ ├── adapt_tokenizer.cpython-311.pyc │ │ │ │ ├── adapt_tokenizer.cpython-38.pyc │ │ │ │ ├── attention.cpython-310.pyc │ │ │ │ ├── attention.cpython-311.pyc │ │ │ │ ├── attention.cpython-38.pyc │ │ │ │ ├── blocks.cpython-310.pyc │ │ │ │ ├── blocks.cpython-311.pyc │ │ │ │ ├── blocks.cpython-38.pyc │ │ │ │ ├── configuration_mpt.cpython-310.pyc │ │ │ │ ├── configuration_mpt.cpython-311.pyc │ │ │ │ ├── configuration_mpt.cpython-38.pyc │ │ │ │ ├── custom_embedding.cpython-310.pyc │ │ │ │ ├── custom_embedding.cpython-311.pyc │ │ │ │ ├── custom_embedding.cpython-38.pyc │ │ │ │ ├── flash_attn_triton.cpython-310.pyc │ │ │ │ ├── flash_attn_triton.cpython-311.pyc │ │ │ │ ├── flash_attn_triton.cpython-38.pyc │ │ │ │ ├── hf_prefixlm_converter.cpython-310.pyc │ │ │ │ ├── hf_prefixlm_converter.cpython-311.pyc │ │ │ │ ├── hf_prefixlm_converter.cpython-38.pyc │ │ │ │ ├── meta_init_context.cpython-310.pyc │ │ │ │ ├── meta_init_context.cpython-311.pyc │ │ │ │ ├── meta_init_context.cpython-38.pyc │ │ │ │ ├── modeling_mpt.cpython-310.pyc │ │ │ │ ├── modeling_mpt.cpython-311.pyc │ │ │ │ ├── modeling_mpt.cpython-38.pyc │ │ │ │ ├── norm.cpython-310.pyc │ │ │ │ ├── norm.cpython-311.pyc │ │ │ │ ├── norm.cpython-38.pyc │ │ │ │ ├── param_init_fns.cpython-310.pyc │ │ │ │ ├── param_init_fns.cpython-311.pyc │ │ │ │ └── param_init_fns.cpython-38.pyc │ │ │ │ ├── adapt_tokenizer.py │ │ │ │ ├── attention.py │ │ │ │ ├── blocks.py │ │ │ │ ├── configuration_mpt.py │ │ │ │ ├── custom_embedding.py │ │ │ │ ├── flash_attn_triton.py │ │ │ │ ├── hf_prefixlm_converter.py │ │ │ │ ├── meta_init_context.py │ │ │ │ ├── modeling_mpt.py │ │ │ │ ├── norm.py │ │ │ │ └── param_init_fns.py │ │ ├── llava_arch.py │ │ ├── make_delta.py │ │ ├── multimodal_encoder │ │ │ ├── __pycache__ │ │ │ │ ├── builder.cpython-310.pyc │ │ │ │ ├── builder.cpython-311.pyc │ │ │ │ ├── builder.cpython-38.pyc │ │ │ │ ├── clip_encoder.cpython-310.pyc │ │ │ │ ├── clip_encoder.cpython-311.pyc │ │ │ │ └── clip_encoder.cpython-38.pyc │ │ │ ├── builder.py │ │ │ └── clip_encoder.py │ │ └── utils.py │ ├── train │ │ ├── llama_flash_attn_monkey_patch.py │ │ ├── llava_trainer.py │ │ ├── train.py │ │ └── train_mem.py │ └── utils.py ├── llava_ROI │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-310.pyc │ │ ├── __init__.cpython-311.pyc │ │ ├── __init__.cpython-38.pyc │ │ ├── constants.cpython-310.pyc │ │ ├── constants.cpython-311.pyc │ │ ├── constants.cpython-38.pyc │ │ ├── conversation.cpython-310.pyc │ │ ├── conversation.cpython-311.pyc │ │ ├── conversation.cpython-38.pyc │ │ ├── mm_utils.cpython-310.pyc │ │ ├── mm_utils.cpython-311.pyc │ │ ├── mm_utils.cpython-38.pyc │ │ └── utils.cpython-310.pyc │ ├── constants.py │ ├── conversation.py │ ├── mm_utils.py │ ├── model │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ ├── __init__.cpython-311.pyc │ │ │ ├── __init__.cpython-38.pyc │ │ │ ├── builder.cpython-310.pyc │ │ │ ├── llava_arch.cpython-310.pyc │ │ │ ├── llava_arch.cpython-311.pyc │ │ │ └── llava_arch.cpython-38.pyc │ │ ├── apply_delta.py │ │ ├── builder.py │ │ ├── consolidate.py │ │ ├── language_model │ │ │ ├── __pycache__ │ │ │ │ ├── llava_llama.cpython-310.pyc │ │ │ │ ├── llava_llama.cpython-311.pyc │ │ │ │ ├── llava_llama.cpython-38.pyc │ │ │ │ ├── llava_mpt.cpython-310.pyc │ │ │ │ ├── llava_mpt.cpython-311.pyc │ │ │ │ └── llava_mpt.cpython-38.pyc │ │ │ ├── llava_llama.py │ │ │ ├── llava_llama_origin.py │ │ │ ├── llava_mpt.py │ │ │ └── mpt │ │ │ │ ├── __pycache__ │ │ │ │ ├── adapt_tokenizer.cpython-310.pyc │ │ │ │ ├── adapt_tokenizer.cpython-311.pyc │ │ │ │ ├── adapt_tokenizer.cpython-38.pyc │ │ │ │ ├── attention.cpython-310.pyc │ │ │ │ ├── attention.cpython-311.pyc │ │ │ │ ├── attention.cpython-38.pyc │ │ │ │ ├── blocks.cpython-310.pyc │ │ │ │ ├── blocks.cpython-311.pyc │ │ │ │ ├── blocks.cpython-38.pyc │ │ │ │ ├── configuration_mpt.cpython-310.pyc │ │ │ │ ├── configuration_mpt.cpython-311.pyc │ │ │ │ ├── configuration_mpt.cpython-38.pyc │ │ │ │ ├── custom_embedding.cpython-310.pyc │ │ │ │ ├── custom_embedding.cpython-311.pyc │ │ │ │ ├── custom_embedding.cpython-38.pyc │ │ │ │ ├── flash_attn_triton.cpython-310.pyc │ │ │ │ ├── flash_attn_triton.cpython-311.pyc │ │ │ │ ├── flash_attn_triton.cpython-38.pyc │ │ │ │ ├── hf_prefixlm_converter.cpython-310.pyc │ │ │ │ ├── hf_prefixlm_converter.cpython-311.pyc │ │ │ │ ├── hf_prefixlm_converter.cpython-38.pyc │ │ │ │ ├── meta_init_context.cpython-310.pyc │ │ │ │ ├── meta_init_context.cpython-311.pyc │ │ │ │ ├── meta_init_context.cpython-38.pyc │ │ │ │ ├── modeling_mpt.cpython-310.pyc │ │ │ │ ├── modeling_mpt.cpython-311.pyc │ │ │ │ ├── modeling_mpt.cpython-38.pyc │ │ │ │ ├── norm.cpython-310.pyc │ │ │ │ ├── norm.cpython-311.pyc │ │ │ │ ├── norm.cpython-38.pyc │ │ │ │ ├── param_init_fns.cpython-310.pyc │ │ │ │ ├── param_init_fns.cpython-311.pyc │ │ │ │ └── param_init_fns.cpython-38.pyc │ │ │ │ ├── adapt_tokenizer.py │ │ │ │ ├── attention.py │ │ │ │ ├── blocks.py │ │ │ │ ├── configuration_mpt.py │ │ │ │ ├── custom_embedding.py │ │ │ │ ├── flash_attn_triton.py │ │ │ │ ├── hf_prefixlm_converter.py │ │ │ │ ├── meta_init_context.py │ │ │ │ ├── modeling_mpt.py │ │ │ │ ├── norm.py │ │ │ │ └── param_init_fns.py │ │ ├── llava_arch.py │ │ ├── make_delta.py │ │ ├── multimodal_encoder │ │ │ ├── __pycache__ │ │ │ │ ├── builder.cpython-310.pyc │ │ │ │ ├── builder.cpython-311.pyc │ │ │ │ ├── builder.cpython-38.pyc │ │ │ │ ├── clip_encoder.cpython-310.pyc │ │ │ │ ├── clip_encoder.cpython-311.pyc │ │ │ │ └── clip_encoder.cpython-38.pyc │ │ │ ├── builder.py │ │ │ └── clip_encoder.py │ │ └── utils.py │ ├── train │ │ ├── llama_flash_attn_monkey_patch.py │ │ ├── llava_trainer.py │ │ ├── train.py │ │ └── train_mem.py │ └── utils.py ├── segment_anything │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-310.pyc │ │ ├── __init__.cpython-311.pyc │ │ ├── __init__.cpython-38.pyc │ │ ├── automatic_mask_generator.cpython-310.pyc │ │ ├── automatic_mask_generator.cpython-311.pyc │ │ ├── automatic_mask_generator.cpython-38.pyc │ │ ├── build_sam.cpython-310.pyc │ │ ├── build_sam.cpython-311.pyc │ │ ├── build_sam.cpython-38.pyc │ │ ├── predictor.cpython-310.pyc │ │ ├── predictor.cpython-311.pyc │ │ └── predictor.cpython-38.pyc │ ├── automatic_mask_generator.py │ ├── build_sam.py │ ├── modeling │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ ├── __init__.cpython-311.pyc │ │ │ ├── __init__.cpython-38.pyc │ │ │ ├── common.cpython-310.pyc │ │ │ ├── common.cpython-311.pyc │ │ │ ├── common.cpython-38.pyc │ │ │ ├── image_encoder.cpython-310.pyc │ │ │ ├── image_encoder.cpython-311.pyc │ │ │ ├── image_encoder.cpython-38.pyc │ │ │ ├── mask_decoder.cpython-310.pyc │ │ │ ├── mask_decoder.cpython-311.pyc │ │ │ ├── mask_decoder.cpython-38.pyc │ │ │ ├── prompt_encoder.cpython-310.pyc │ │ │ ├── prompt_encoder.cpython-311.pyc │ │ │ ├── prompt_encoder.cpython-38.pyc │ │ │ ├── sam.cpython-310.pyc │ │ │ ├── sam.cpython-311.pyc │ │ │ ├── sam.cpython-38.pyc │ │ │ ├── transformer.cpython-310.pyc │ │ │ ├── transformer.cpython-311.pyc │ │ │ └── transformer.cpython-38.pyc │ │ ├── common.py │ │ ├── image_encoder.py │ │ ├── mask_decoder.py │ │ ├── prompt_encoder.py │ │ ├── sam.py │ │ └── transformer.py │ ├── predictor.py │ └── utils │ │ ├── __init__.py │ │ ├── __pycache__ │ │ ├── __init__.cpython-310.pyc │ │ ├── __init__.cpython-311.pyc │ │ ├── __init__.cpython-38.pyc │ │ ├── amg.cpython-310.pyc │ │ ├── amg.cpython-311.pyc │ │ ├── amg.cpython-38.pyc │ │ ├── transforms.cpython-310.pyc │ │ ├── transforms.cpython-311.pyc │ │ └── transforms.cpython-38.pyc │ │ ├── amg.py │ │ ├── onnx.py │ │ └── transforms.py └── util.py ├── requirements.txt └── utils ├── __pycache__ ├── City_VG_dataset.cpython-310.pyc ├── box_util.cpython-310.pyc ├── cityanchor_dataset.cpython-310.pyc ├── cityanchor_dataset.cpython-311.pyc ├── cityrefer_dataset.cpython-310.pyc ├── cityrefer_dataset.cpython-311.pyc ├── conversation.cpython-310.pyc ├── conversation.cpython-311.pyc ├── conversation.cpython-38.pyc ├── data_processing.cpython-310.pyc ├── data_processing.cpython-311.pyc ├── data_processing.cpython-38.pyc ├── dataset.cpython-310.pyc ├── dataset.cpython-311.pyc ├── dataset.cpython-38.pyc ├── eta.cpython-310.pyc ├── grefer.cpython-310.pyc ├── grefer.cpython-311.pyc ├── grefer.cpython-38.pyc ├── pc_utils.cpython-310.pyc ├── pc_utils.cpython-311.pyc ├── reason_seg_dataset.cpython-310.pyc ├── reason_seg_dataset.cpython-38.pyc ├── refer.cpython-310.pyc ├── refer.cpython-311.pyc ├── refer.cpython-38.pyc ├── refer_seg_dataset.cpython-310.pyc ├── refer_seg_dataset.cpython-311.pyc ├── refer_seg_dataset.cpython-38.pyc ├── sem_seg_dataset.cpython-310.pyc ├── sem_seg_dataset.cpython-311.pyc ├── sem_seg_dataset.cpython-38.pyc ├── util.cpython-310.pyc ├── utils.cpython-310.pyc ├── utils.cpython-311.pyc ├── utils.cpython-38.pyc ├── vqa_dataset.cpython-310.pyc ├── vqa_dataset.cpython-311.pyc └── vqa_dataset.cpython-38.pyc ├── ade20k_classes.json ├── box_util.py ├── cityanchor_dataset.py ├── cityrefer_dataset.py ├── cocostuff_classes.txt ├── conversation.py ├── data_processing.py ├── dataset.py ├── eta.py ├── grefcoco.py ├── grefer.py ├── pc_utils.py ├── reason_seg_dataset.py ├── refer.py ├── refer_seg_dataset.py ├── sem_seg_dataset.py ├── util.py ├── utils.py └── vqa_dataset.py /Gradio_Demo_CityAnchor.py: -------------------------------------------------------------------------------- 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