init

GETTING_STARTED.md

+# Getting Started with MAM
+This doc provides the instructions to reproduce the MAM.
+
+## Data Preparation
+
+- During training, we used foregrounds from AIM, Distinctions-646, AM2K, Human-2K, and RefMatte to ensure a diverse range of instance classes. We used COCO and BG20K to provide a mix of both real-world and synthetic backgrounds.
+
+- During the evaluation, we tested MAM on a variety of image matting benchmarks including the semantic image matting benchmarks
+PPM-100, AM2K, PM-10K, the instance image matting benchmark RWP636, HIM2K, and the referring image matting benchmark RefMatte-RW100.
+
+## Training MAM
+- Please prepare all these datasets and specify the paths of these datasets in the config file.
+
+- Set up the environment and install MAM following the instructions in the [INSTALL.md](INSTALL.md).
+
+- Train MAM with SAM ViT-B checkpoint and 8 GPUs
+```bash
+python -m torch.distributed.launch --nproc_per_node=8 main.py --config config/MAM-ViTB-8gpu.toml
+```
+
+- Train MAM with SAM ViT-L checkpoint and 8 GPUs
+```bash
+python -m torch.distributed.launch --nproc_per_node=8 main.py --config config/MAM-ViTL-8gpu.toml
+```
+
+- Train MAM with SAM ViT-H checkpoint and 8 GPUs
+```bash
+python -m torch.distributed.launch --nproc_per_node=8 main.py --config config/MAM-ViTH-8gpu.toml
+```
+
+## Evaluation
+
+- Please prepare all these test sets of benchmarks and specify the paths of them in the config file.
+
+- Set up the environment and install MAM following the instructions in the [INSTALL.md](INSTALL.md).
+
+- Evaluate MAM based on SAM ViT-B checkpoint on each benchmark
+    - PPM-100
+    ```bash
+    python inference_benchmark.py --config config/MAM-ViTB-8gpu.toml --checkpoint checkpoints/mam_vitb.pth --benchmark ppm100 --output outputs/ppm100 --postprocess
+
+    python evaluation/evaluation_ppm100.py --pred-dir outputs/ppm100
+    ```
+    - AM2K
+    ```bash
+    python inference_benchmark.py --config config/MAM-ViTB-8gpu.toml --checkpoint checkpoints/mam_vitb.pth --benchmark am2k --output outputs/am2k --postprocess
+
+    python evaluation/evaluation_am2k.py --pred-dir outputs/am2k
+    ```
+    - PM-10K
+    ```bash
+    python inference_benchmark.py --config config/MAM-ViTB-8gpu.toml --checkpoint checkpoints/mam_vitb.pth --benchmark pm10k --output outputs/pm10k --postprocess
+
+    python evaluation/evaluation_pm10k.py --pred-dir outputs/pm10k
+    ```
+    - RWP636
+    ```bash
+    python inference_benchmark.py --config config/MAM-ViTB-8gpu.toml --checkpoint checkpoints/mam_vitb.pth --benchmark rwp636 --output outputs/rwp636 --postprocess
+
+    python evaluation/IMQ_quick_rwp.py path/to/outputs/rwp636 path/to/RealWorldPortrait-636/alpha
+    ```
+    - HIM2K
+    ```bash
+    python inference_benchmark.py --config config/MAM-ViTB-8gpu.toml --checkpoint checkpoints/mam_vitb.pth --benchmark him2k --output outputs/him2k/ --maskguide
+
+    python evaluation/IMQ.py path/to/outputs/him2k path/to/HIM2K/alphas/natural/
+
+    python inference_benchmark.py --config config/MAM-ViTB-8gpu.toml --checkpoint checkpoints/mam_vitb.pth --benchmark him2k_comp --output outputs/him2k_comp --maskguide
+
+    python evaluation/IMQ.py path/to/outputs/him2k_comp path/to/HIM2K/alphas/comp/
+    ```
+    - RefMatte-RW100
+    ```bash
+    python inference_benchmark.py --config config/MAM-ViTB-8gpu.toml --checkpoint checkpoints/mam_vitb.pth --benchmark rw100 --output outputs/rw100 --maskguide --prompt text/box/point
+
+    python evaluation/evaluation_refmatte.py --pred-dir outputs/rw100
+    ```
+
+

GroundingDINO/LICENSE

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GroundingDINO/build/temp.linux-x86_64-cpython-310/.ninja_log

+# ninja log v5
+1	1117	1726814305091673245	/home/bailuo/code/Matting-Anything/GroundingDINO/build/temp.linux-x86_64-cpython-310/groundingdino/models/GroundingDINO/csrc/hip_version.o	dc24a7e65e913216
+1	5121	1726814309094673830	/home/bailuo/code/Matting-Anything/GroundingDINO/build/temp.linux-x86_64-cpython-310/groundingdino/models/GroundingDINO/csrc/MsDeformAttn/ms_deform_attn_cpu_hip.o	7b15fd93a5465f9b
+1	12540	1726814316504674913	/home/bailuo/code/Matting-Anything/GroundingDINO/build/temp.linux-x86_64-cpython-310/groundingdino/models/GroundingDINO/csrc/MsDeformAttn/ms_deform_attn_cuda.o	caf888eb5cef511c
+1	15995	1726814319969675419	/home/bailuo/code/Matting-Anything/GroundingDINO/build/temp.linux-x86_64-cpython-310/groundingdino/models/GroundingDINO/csrc/vision.o	6bea862664f0798c

GroundingDINO/build/temp.linux-x86_64-cpython-310/build.ninja

+ninja_required_version = 1.3
+cxx = c++
+nvcc = /opt/dtk/bin/hipcc
+
+cflags = -pthread -B /opt/conda/compiler_compat -Wno-unused-result -Wsign-compare -DNDEBUG -fwrapv -O2 -Wall -fPIC -O2 -isystem /opt/conda/include -fPIC -O2 -isystem /opt/conda/include -fPIC -DWITH_CUDA -I/home/bailuo/code/Matting-Anything/GroundingDINO/groundingdino/models/GroundingDINO/csrc -I/opt/conda/lib/python3.10/site-packages/torch/include -I/opt/conda/lib/python3.10/site-packages/torch/include/torch/csrc/api/include -I/opt/conda/lib/python3.10/site-packages/torch/include/TH -I/opt/conda/lib/python3.10/site-packages/torch/include/THC -I/opt/conda/lib/python3.10/site-packages/torch/include/THH -I/opt/dtk/include -I/opt/conda/include/python3.10 -c
+post_cflags = -fPIC -D__HIP_PLATFORM_HCC__=1 -DUSE_ROCM=1 -fPIC -D__HIP_PLATFORM_HCC__=1 -DUSE_ROCM=1 -DTORCH_API_INCLUDE_EXTENSION_H '-DPYBIND11_COMPILER_TYPE="_gcc"' '-DPYBIND11_STDLIB="_libstdcpp"' '-DPYBIND11_BUILD_ABI="_cxxabi1013"' -DTORCH_EXTENSION_NAME=_C -D_GLIBCXX_USE_CXX11_ABI=1 -std=c++17
+cuda_cflags = -DWITH_CUDA -I/home/bailuo/code/Matting-Anything/GroundingDINO/groundingdino/models/GroundingDINO/csrc -I/opt/conda/lib/python3.10/site-packages/torch/include -I/opt/conda/lib/python3.10/site-packages/torch/include/torch/csrc/api/include -I/opt/conda/lib/python3.10/site-packages/torch/include/TH -I/opt/conda/lib/python3.10/site-packages/torch/include/THC -I/opt/conda/lib/python3.10/site-packages/torch/include/THH -I/opt/dtk/include -I/opt/conda/include/python3.10 -c
+cuda_post_cflags = -fPIC -D__HIP_PLATFORM_HCC__=1 -DUSE_ROCM=1 -DCUDA_HAS_FP16=1 -D__HIP_NO_HALF_OPERATORS__=1 -D__HIP_NO_HALF_CONVERSIONS__=1 -DCUDA_HAS_FP16=1 -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --gpu-max-threads-per-block=1024 -finline-asm-ptx -DTORCH_API_INCLUDE_EXTENSION_H '-DPYBIND11_COMPILER_TYPE="_gcc"' '-DPYBIND11_STDLIB="_libstdcpp"' '-DPYBIND11_BUILD_ABI="_cxxabi1013"' -DTORCH_EXTENSION_NAME=_C -D_GLIBCXX_USE_CXX11_ABI=1 --offload-arch=gfx906 --offload-arch=gfx926 --offload-arch=gfx928 -fno-gpu-rdc -std=c++17
+cuda_dlink_post_cflags = 
+ldflags = 
+
+rule compile
+  command = $cxx -MMD -MF $out.d $cflags -c $in -o $out $post_cflags
+  depfile = $out.d
+  deps = gcc
+
+rule cuda_compile
+  command = $nvcc  $cuda_cflags -c $in -o $out $cuda_post_cflags
+
+
+
+
+
+build /home/bailuo/code/Matting-Anything/GroundingDINO/build/temp.linux-x86_64-cpython-310/groundingdino/models/GroundingDINO/csrc/MsDeformAttn/ms_deform_attn_cpu_hip.o: compile /home/bailuo/code/Matting-Anything/GroundingDINO/groundingdino/models/GroundingDINO/csrc/MsDeformAttn/ms_deform_attn_cpu_hip.cpp
+build /home/bailuo/code/Matting-Anything/GroundingDINO/build/temp.linux-x86_64-cpython-310/groundingdino/models/GroundingDINO/csrc/MsDeformAttn/ms_deform_attn_cuda.o: cuda_compile /home/bailuo/code/Matting-Anything/GroundingDINO/groundingdino/models/GroundingDINO/csrc/MsDeformAttn/ms_deform_attn_cuda.hip
+build /home/bailuo/code/Matting-Anything/GroundingDINO/build/temp.linux-x86_64-cpython-310/groundingdino/models/GroundingDINO/csrc/hip_version.o: cuda_compile /home/bailuo/code/Matting-Anything/GroundingDINO/groundingdino/models/GroundingDINO/csrc/hip_version.hip
+build /home/bailuo/code/Matting-Anything/GroundingDINO/build/temp.linux-x86_64-cpython-310/groundingdino/models/GroundingDINO/csrc/vision.o: compile /home/bailuo/code/Matting-Anything/GroundingDINO/groundingdino/models/GroundingDINO/csrc/vision.cpp
+
+
+
+
+
+

GroundingDINO/groundingdino.egg-info/PKG-INFO

+Metadata-Version: 2.1
+Name: groundingdino
+Version: 0.1.0
+Summary: open-set object detector
+Home-page: https://github.com/IDEA-Research/GroundingDINO
+Author: International Digital Economy Academy, Shilong Liu
+License:                                  Apache License
+                                   Version 2.0, January 2004
+                                http://www.apache.org/licenses/
+        
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+License-File: LICENSE

GroundingDINO/groundingdino.egg-info/SOURCES.txt

+LICENSE
+setup.py
+groundingdino/__init__.py
+groundingdino/version.py
+groundingdino.egg-info/PKG-INFO
+groundingdino.egg-info/SOURCES.txt
+groundingdino.egg-info/dependency_links.txt
+groundingdino.egg-info/requires.txt
+groundingdino.egg-info/top_level.txt
+groundingdino/datasets/__init__.py
+groundingdino/datasets/transforms.py
+groundingdino/models/__init__.py
+groundingdino/models/registry.py
+groundingdino/models/GroundingDINO/__init__.py
+groundingdino/models/GroundingDINO/bertwarper.py
+groundingdino/models/GroundingDINO/fuse_modules.py
+groundingdino/models/GroundingDINO/groundingdino.py
+groundingdino/models/GroundingDINO/ms_deform_attn.py
+groundingdino/models/GroundingDINO/transformer.py
+groundingdino/models/GroundingDINO/transformer_vanilla.py
+groundingdino/models/GroundingDINO/utils.py
+groundingdino/models/GroundingDINO/backbone/__init__.py
+groundingdino/models/GroundingDINO/backbone/backbone.py
+groundingdino/models/GroundingDINO/backbone/position_encoding.py
+groundingdino/models/GroundingDINO/backbone/swin_transformer.py
+groundingdino/models/GroundingDINO/csrc/hip_version.hip
+groundingdino/models/GroundingDINO/csrc/vision.cpp
+groundingdino/models/GroundingDINO/csrc/MsDeformAttn/ms_deform_attn_cpu_hip.cpp
+groundingdino/models/GroundingDINO/csrc/MsDeformAttn/ms_deform_attn_cuda.hip
+groundingdino/util/__init__.py
+groundingdino/util/box_ops.py
+groundingdino/util/get_tokenlizer.py
+groundingdino/util/inference.py
+groundingdino/util/logger.py
+groundingdino/util/misc.py
+groundingdino/util/slconfig.py
+groundingdino/util/slio.py
+groundingdino/util/time_counter.py
+groundingdino/util/utils.py
+groundingdino/util/visualizer.py
+groundingdino/util/vl_utils.py
\ No newline at end of file

GroundingDINO/groundingdino.egg-info/dependency_links.txt

+

GroundingDINO/groundingdino.egg-info/requires.txt

+torch
+torchvision
+transformers
+addict
+yapf
+timm
+numpy
+opencv-python
+supervision
+pycocotools

GroundingDINO/groundingdino.egg-info/top_level.txt

+groundingdino

GroundingDINO/groundingdino/config/GroundingDINO_SwinB.py

+batch_size = 1
+modelname = "groundingdino"
+backbone = "swin_B_384_22k"
+position_embedding = "sine"
+pe_temperatureH = 20
+pe_temperatureW = 20
+return_interm_indices = [1, 2, 3]
+backbone_freeze_keywords = None
+enc_layers = 6
+dec_layers = 6
+pre_norm = False
+dim_feedforward = 2048
+hidden_dim = 256
+dropout = 0.0
+nheads = 8
+num_queries = 900
+query_dim = 4
+num_patterns = 0
+num_feature_levels = 4
+enc_n_points = 4
+dec_n_points = 4
+two_stage_type = "standard"
+two_stage_bbox_embed_share = False
+two_stage_class_embed_share = False
+transformer_activation = "relu"
+dec_pred_bbox_embed_share = True
+dn_box_noise_scale = 1.0
+dn_label_noise_ratio = 0.5
+dn_label_coef = 1.0
+dn_bbox_coef = 1.0
+embed_init_tgt = True
+dn_labelbook_size = 2000
+max_text_len = 256
+text_encoder_type = "bert-base-uncased"
+use_text_enhancer = True
+use_fusion_layer = True
+use_checkpoint = True
+use_transformer_ckpt = True
+use_text_cross_attention = True
+text_dropout = 0.0
+fusion_dropout = 0.0
+fusion_droppath = 0.1
+sub_sentence_present = True

GroundingDINO/groundingdino/config/GroundingDINO_SwinT_OGC.py

+batch_size = 1
+modelname = "groundingdino"
+backbone = "swin_T_224_1k"
+position_embedding = "sine"
+pe_temperatureH = 20
+pe_temperatureW = 20
+return_interm_indices = [1, 2, 3]
+backbone_freeze_keywords = None
+enc_layers = 6
+dec_layers = 6
+pre_norm = False
+dim_feedforward = 2048
+hidden_dim = 256
+dropout = 0.0
+nheads = 8
+num_queries = 900
+query_dim = 4
+num_patterns = 0
+num_feature_levels = 4
+enc_n_points = 4
+dec_n_points = 4
+two_stage_type = "standard"
+two_stage_bbox_embed_share = False
+two_stage_class_embed_share = False
+transformer_activation = "relu"
+dec_pred_bbox_embed_share = True
+dn_box_noise_scale = 1.0
+dn_label_noise_ratio = 0.5
+dn_label_coef = 1.0
+dn_bbox_coef = 1.0
+embed_init_tgt = True
+dn_labelbook_size = 2000
+max_text_len = 256
+text_encoder_type = "bert-base-uncased"
+use_text_enhancer = True
+use_fusion_layer = True
+use_checkpoint = True
+use_transformer_ckpt = True
+use_text_cross_attention = True
+text_dropout = 0.0
+fusion_dropout = 0.0
+fusion_droppath = 0.1
+sub_sentence_present = True