Image Compression on Kodak (BD-Rate)
-55.9BD-RateTCM†
Evaluation Results
| Method | Links | |
|---|---|---|
| TCM†GMACs (Enc.)=53.6, GMACs (Dec.)=71.5, #Params (M)=45.0(-0.44%), #Train.Params (M)=45.0, #Act.Params (M)=44.932026.06 | -55.9 | |
| TinyLIC†GMACs (Enc.)=31.0, GMACs (Dec.)=30.7, #Params (M)=25.11(-11.4%), #Train.Params (M)=25.11, #Act.Params (M)=24.542026.06 | -52.58 | |
| TCMGMACs (Enc.)=57.4, GMACs (Dec.)=75.3, #Params (M)=45.2, #Train.Params (M)=45.2, #Act.Params (M)=44.932026.06 | -50.82 | |
| TinyLICGMACs (Enc.)=45.0, GMACs (Dec.)=44.8, #Params (M)=28.34, #Train.Params (M)=28.34, #Act.Params (M)=28.342026.06 | -48.6 | |
| ChWDTA (8-slice, default)Enc. Time (ms)=102, Dec. Time (ms)=123, kMACs/pixel=1204.68, Params (M)=189.12026.05 | -17.82 | |
| ChWDTA (4-slice)Enc. Time (ms)=86, Dec. Time (ms)=101, kMACs/pixel=913.65, Params (M)=113.02026.05 | -17.24 | |
| DCAEEnc. Time (ms)=87, Dec. Time (ms)=97, kMACs/pixel=937.09, Params (M)=119.42026.05 | -16.98 | |
| LALICEnc. Time (ms)=189.0, Dec. Time (ms)=95.4, kMACs/pixel=667.26, Params (M)=66.132026.05 | -15.26 | |
| MLIC++Enc. Time (ms)=360, Dec. Time (ms)=408, kMACs/pixel=1282.81, Params (M)=116.722026.05 | -15.02 | |
| FATEnc. Time (ms)=>1000, Dec. Time (ms)=>1000, kMACs/pixel=1096.04, Params (M)=70.962026.05 | -14.56 | |
| TCM†GMACs (Enc.)=53.6, GMACs (Dec.)=71.5, #Params (M)=45.0(-0.44%), #Train.Params (M)=45.0, #Act.Params (M)=44.932026.06 | -11.87 | |
| TCMEnc. Time (ms)=114, Dec. Time (ms)=126, kMACs/pixel=1823.58, Params (M)=76.572026.05 | -11.73 | |
| TinyLIC†GMACs (Enc.)=31.0, GMACs (Dec.)=30.7, #Params (M)=25.11(-11.4%), #Train.Params (M)=25.11, #Act.Params (M)=24.542026.06 | -11.54 | |
| WeConveneEnc. Time (ms)=222, Dec. Time (ms)=223, kMACs/pixel=2343.11, Params (M)=107.152026.05 | -8.35 | |
| ELICEnc. Time (ms)=97, Dec. Time (ms)=103, kMACs/pixel=573.88, Params (M)=36.932026.05 | -7.88 | |
| TCMGMACs (Enc.)=57.4, GMACs (Dec.)=75.3, #Params (M)=45.2, #Train.Params (M)=45.2, #Act.Params (M)=45.182026.06 | -5.45 | |
| STFEnc. Time (ms)=106, Dec. Time (ms)=107, kMACs/pixel=511.17, Params (M)=99.862026.05 | -4.13 | |
| TinyLICGMACs (Enc.)=45.0, GMACs (Dec.)=44.8, #Params (M)=28.34, #Train.Params (M)=28.34, #Act.Params (M)=28.342026.06 | -3.42 | |
| TIC†GMACs (Enc.)=19.8, GMACs (Dec.)=19.7, #Params (M)=7.17(-4.5%), #Train.Params (M)=7.17, #Act.Params (M)=6.252026.06 | 15.44 | |
| TICGMACs (Enc.)=28.4, GMACs (Dec.)=28.2, #Params (M)=7.51, #Train.Params (M)=7.51, #Act.Params (M)=7.512026.06 | 26.98 |