JVET-AC0055: content-adaptive post-filter inference only

.gitattributes

@@ -25,3 +25,471 @@ models/RDO_I_y_model_int16.sadl filter=lfs diff=lfs merge=lfs -text
 models/RDO_I_y_model_float.sadl filter=lfs diff=lfs merge=lfs -text
 models/RDO_B_y_model_int16.sadl filter=lfs diff=lfs merge=lfs -text
 models/RDO_B_y_model_float.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/nnr_bitstreams_float/D_BlowingBubbles_27.nnr filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/nnr_bitstreams_float/F_ArenaOfValor_42.nnr filter=lfs diff=lfs merge=lfs -text
+models/post_filter/int16/nnr_bitstreams_int16/F_BBDrillText_27.nnr filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/nnr_bitstreams_float/B_BasketBallDrive_22.nnr filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/nnr_bitstreams_float/B_RitualDance_32.nnr filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/nnr_bitstreams_float/C_BasketballDrill_22.nnr filter=lfs diff=lfs merge=lfs -text
+models/post_filter/int16/nnr_bitstreams_int16/C_BasketballDrill_32.nnr filter=lfs diff=lfs merge=lfs -text
+models/post_filter/int16/nnr_bitstreams_int16/C_BQMall_32.nnr filter=lfs diff=lfs merge=lfs -text
+models/post_filter/int16/nnr_bitstreams_int16/F_BBDrillText_42.nnr filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/nnr_bitstreams_float/F_BBDrillText_42.nnr filter=lfs diff=lfs merge=lfs -text
+models/post_filter/int16/nnr_bitstreams_int16/A2_ParkRunning_32.nnr filter=lfs diff=lfs merge=lfs -text
+models/post_filter/int16/nnr_bitstreams_int16/C_RaceHorses_big_22.nnr filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/nnr_bitstreams_float/A2_CatRobot_37.nnr filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/nnr_bitstreams_float/C_BQMall_42.nnr filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/nnr_bitstreams_float/C_PartyScene_42.nnr filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/nnr_bitstreams_float/B_RitualDance_27.nnr filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/nnr_bitstreams_float/D_RaceHorses_s_32.nnr filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/nnr_bitstreams_float/F_SlideShow_22.nnr filter=lfs diff=lfs merge=lfs -text
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+models/post_filter/int16/nnr_bitstreams_int16/B_Cactus_27.nnr filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/nnr_bitstreams_float/D_BQSquare_32.nnr filter=lfs diff=lfs merge=lfs -text
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+models/post_filter/int16/nnr_bitstreams_int16/B_BQTerrace_32.nnr filter=lfs diff=lfs merge=lfs -text
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+models/post_filter/float/nnr_bitstreams_float/B_BQTerrace_37.nnr filter=lfs diff=lfs merge=lfs -text
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+models/post_filter/float/nnr_bitstreams_float/D_BlowingBubbles_42.nnr filter=lfs diff=lfs merge=lfs -text
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+models/post_filter/float/nnr_bitstreams_float/C_BasketballDrill_42.nnr filter=lfs diff=lfs merge=lfs -text
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+models/post_filter/float/overfitted_models_float/nnr_A1_CampfireParty_37.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_B_MarketPlace_32.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_C_RaceHorses_big_22.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_F_ArenaOfValor_42.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/int16/base_models_int16/model2.sadl filter=lfs diff=lfs merge=lfs -text
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+models/post_filter/float/overfitted_models_float/nnr_C_BQMall_37.sadl filter=lfs diff=lfs merge=lfs -text
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+models/post_filter/int16/overfitted_models_int16/nnr_F_SlideShow_22.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_A2_DaylightRoad_42.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_C_BasketballDrill_22.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_C_PartyScene_27.sadl filter=lfs diff=lfs merge=lfs -text
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+models/post_filter/float/overfitted_models_float/nnr_B_Cactus_37.sadl filter=lfs diff=lfs merge=lfs -text
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+models/post_filter/float/overfitted_models_float/nnr_D_BQSquare_22.sadl filter=lfs diff=lfs merge=lfs -text
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+models/post_filter/int16/overfitted_models_int16/nnr_C_BasketballDrill_22.sadl filter=lfs diff=lfs merge=lfs -text
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+models/post_filter/float/overfitted_models_float/nnr_C_PartyScene_22.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_D_BlowingBubbles_27.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_F_SlideEditing_42.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_A1_CampfireParty_32.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_A1_Tango_27.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_C_RaceHorses_big_27.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_D_BQSquare_27.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_F_ArenaOfValor_32.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/int16/overfitted_models_int16/nnr_B_Cactus_22.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_B_RitualDance_27.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_D_RaceHorses_s_22.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/int16/overfitted_models_int16/nnr_C_RaceHorses_big_32.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/int16/overfitted_models_int16/nnr_C_RaceHorses_big_37.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_A1_Tango_42.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_A2_CatRobot_27.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/int16/overfitted_models_int16/nnr_F_BBDrillText_27.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/int16/overfitted_models_int16/nnr_A2_DaylightRoad_37.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/int16/overfitted_models_int16/nnr_B_Cactus_37.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/int16/overfitted_models_int16/nnr_B_RitualDance_42.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/int16/overfitted_models_int16/nnr_D_BQSquare_22.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_F_SlideEditing_32.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/int16/overfitted_models_int16/nnr_D_BasketBallPass_42.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_B_BasketBallDrive_22.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_B_BasketBallDrive_42.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_B_RitualDance_22.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/int16/overfitted_models_int16/nnr_A1_FoodMarket_37.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/int16/overfitted_models_int16/nnr_A1_FoodMarket_42.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/int16/overfitted_models_int16/nnr_B_MarketPlace_37.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/int16/overfitted_models_int16/nnr_F_BBDrillText_32.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_A2_CatRobot_32.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_B_BQTerrace_27.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_D_BasketBallPass_32.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_D_RaceHorses_s_37.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/int16/overfitted_models_int16/nnr_A1_FoodMarket_27.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_A1_Tango_22.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_A2_DaylightRoad_37.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_C_BQMall_32.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_D_BasketBallPass_42.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_C_BasketballDrill_32.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_C_PartyScene_42.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_D_BlowingBubbles_37.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_D_RaceHorses_s_42.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/int16/overfitted_models_int16/nnr_A1_Tango_37.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/int16/overfitted_models_int16/nnr_C_BQMall_37.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_F_BBDrillText_32.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/int16/overfitted_models_int16/nnr_C_BasketballDrill_37.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/int16/overfitted_models_int16/nnr_D_BasketBallPass_32.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/base_models_float/model2.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_A2_CatRobot_42.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_B_MarketPlace_42.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_F_SlideEditing_27.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/int16/overfitted_models_int16/nnr_B_RitualDance_32.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/int16/overfitted_models_int16/nnr_F_ArenaOfValor_32.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_C_BasketballDrill_37.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_D_BlowingBubbles_42.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_F_SlideShow_37.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/float/overfitted_models_float/nnr_D_BQSquare_32.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/int16/overfitted_models_int16/nnr_B_BasketBallDrive_27.sadl filter=lfs diff=lfs merge=lfs -text
+models/post_filter/int16/overfitted_models_int16/nnr_C_BasketballDrill_32.sadl filter=lfs diff=lfs merge=lfs -text

.gitignore

@@ -16,3 +16,7 @@ deploy
 /out/
 /doc/_minted-software-manual/
 /models_intra_prediction/
+.idea/
+cmake-build-*/
+__pycache__/
+NCTM/

README.md

@@ -419,3 +419,39 @@ the following argument when running the VTM-11-NNVC encoder/decoder executable:
 where `path_to_directory_models_intra` is the path to the directory "models/intra" relatively to the directory from which the
 VTM-11-NNVC encoder/decoder executable is run.
 
+
+Content-adaptive post-filter
+------------------------------------------------------------------------
+
+To activate the content-adaptive post-filter use one of the two following config file:
+
+* int16: [cfg/nn-based/nnpf_int16.cfg](cfg/nn-based/nnpf_int16.cfg)
+
+`--SEINNPostFilterCharacteristicsPayloadFilename4` should be replaced with the absolute path of the
+corresponding NNR bitstream:
+
+* float: [models/post_filter/float/nnr_bitstreams_float](models/post_filter/int16/nnr_bitstreams_int16)
+
+For both encoding and decoding, the models are specified with `--NnpfModelPath`. For each test, 3 models are
+pre-trained models and one is the over-fitted model.
+
+The following example applies for BlowingBubbles with QP 44:
+
+```shell
+MODEL0=models/post_filter/int16/base_models_int16/model0.sadl
+MODEL1=models/post_filter/int16/base_models_int16/model1.sadl
+MODEL2=models/post_filter/int16/base_models_int16/model2.sadl
+MODEL3=models/post_filter/int16/overfitted_models_int16/nnr_D_BlowingBubbles_42.sadl
+
+--NnpfModelPath=${MODEL0},${MODEL1},${MODEL2},${MODEL3}
+```
+
+[overfitted_models.json](models/post_filter/overfitted_models.json) indicates which model was over-fitted.
+
+The NNPFC SEI messages are to be signalled **once** for the whole video sequence (poc = 0).
+The bitrate of the SEI messages is computed in the same fashion as the video bitstream. Therefore,
+if split encoding is considered, the overhead of the SEI messages needs to be readjusted to consider the
+length of the whole video sequence (value reported in the encoder log).
+
+Finally, the post-filtered reconstruction can be saved at the decoder side by adding the parameters
+`--ReconFile=reco.yuv --NnpfReconFile=recoPost.yuv`. **Note** Both parameters must be provided.

cfg/nn-based/nnpf_float.cfg

+Nnpf:                                                          1
+
+SEINNPostFilterActivationEnabled:                              1
+
+SEINNPostFilterCharacteristicsEnabled:                         1
+SEINNPostFilterCharacteristicsNumFilters:                      5
+
+SEINNPostFilterCharacteristicsId0:                             0
+SEINNPostFilterCharacteristicsModeIdc0:                        0
+
+SEINNPostFilterCharacteristicsId1:                             1
+SEINNPostFilterCharacteristicsModeIdc1:                        0
+
+SEINNPostFilterCharacteristicsId2:                             2
+SEINNPostFilterCharacteristicsModeIdc2:                        0
+
+SEINNPostFilterCharacteristicsId3:                             3
+SEINNPostFilterCharacteristicsModeIdc3:                        0
+
+SEINNPostFilterCharacteristicsId4:                             3
+SEINNPostFilterCharacteristicsModeIdc4:                        1
+SEINNPostFilterCharacteristicsPurpose4:                        1
+SEINNPostFilterCharacteristicsComponentLastFlag4:              1
+SEINNPostFilterCharacteristicsInpSampleIdc4:                   1
+SEINNPostFilterCharacteristicsInpOrderIdc4:                    3
+SEINNPostFilterCharacteristicsOutSampleIdc4:                   1
+SEINNPostFilterCharacteristicsOutOrderIdc4:                    3
+SEINNPostFilterCharacteristicsConstantPatchSizeFlag4:          1
+SEINNPostFilterCharacteristicsPatchWidthMinus14:               127
+SEINNPostFilterCharacteristicsPatchHeightMinus14:              127
+SEINNPostFilterCharacteristicsOverlap4:                        4
+SEINNPostFilterCharacteristicsPaddingType4:                    0
+SEINNPostFilterCharacteristicsComplexityIdc4:                  0
+SEINNPostFilterCharacteristicsPayloadFilename4:                test.nnr

cfg/nn-based/nnpf_int16.cfg

+Nnpf:                                                          1
+
+SEINNPostFilterActivationEnabled:                              1
+
+SEINNPostFilterCharacteristicsEnabled:                         1
+SEINNPostFilterCharacteristicsNumFilters:                      5
+
+SEINNPostFilterCharacteristicsId0:                             0
+SEINNPostFilterCharacteristicsModeIdc0:                        0
+
+SEINNPostFilterCharacteristicsId1:                             1
+SEINNPostFilterCharacteristicsModeIdc1:                        0
+
+SEINNPostFilterCharacteristicsId2:                             2
+SEINNPostFilterCharacteristicsModeIdc2:                        0
+
+SEINNPostFilterCharacteristicsId3:                             3
+SEINNPostFilterCharacteristicsModeIdc3:                        0
+
+SEINNPostFilterCharacteristicsId4:                             3
+SEINNPostFilterCharacteristicsModeIdc4:                        1
+SEINNPostFilterCharacteristicsPurpose4:                        1
+SEINNPostFilterCharacteristicsComponentLastFlag4:              1
+SEINNPostFilterCharacteristicsInpSampleIdc4:                   4
+SEINNPostFilterCharacteristicsInpTensorBitDepthMinus84:        7
+SEINNPostFilterCharacteristicsInpOrderIdc4:                    3
+SEINNPostFilterCharacteristicsOutSampleIdc4:                   4
+SEINNPostFilterCharacteristicsOutTensorBitDepthMinus84:        7
+SEINNPostFilterCharacteristicsOutOrderIdc4:                    3
+SEINNPostFilterCharacteristicsConstantPatchSizeFlag4:          1
+SEINNPostFilterCharacteristicsPatchWidthMinus14:               127
+SEINNPostFilterCharacteristicsPatchHeightMinus14:              127
+SEINNPostFilterCharacteristicsOverlap4:                        4
+SEINNPostFilterCharacteristicsPaddingType4:                    0
+SEINNPostFilterCharacteristicsComplexityIdc4:                  0
+SEINNPostFilterCharacteristicsPayloadFilename4:                test.nnr