Image Compression on Tecnick
-24.01BD-Rate (PSNR)HiDE
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| HiDEParams (M)=134.9, GFLOPs=447.642026.03 | -24.01 | — | — | — | — | — | — | |
| DCAEParams (M)=119.4, GFLOPs=426.922026.03 | -21.28 | — | — | — | — | — | — | |
| MLIC++Params (M)=116.7, GFLOPs=615.932026.03 | -18.68 | — | — | — | — | — | — | |
| LALICParams (M)=66.13, GFLOPs=303.182026.03 | -18.5 | — | — | — | — | — | — | |
| LALICEnc(s)=0.274, Dec(s)=0.15, Mem(G)=0.841, FLOPs(G)=286.16, Params(M)=63.242025.02 | -17.63 | — | — | — | — | — | — | |
| MLIC++2023.07 | -17.59 | -53.83 | — | — | — | — | — | |
| Qian'212023.07 | -17.52 | — | — | — | — | — | — | |
| MLIC+2026.03 | -17.47 | — | — | — | — | — | — | |
| MLIC++Enc(s)=0.19, Dec(s)=0.268, Mem(G)=0.63, FLOPs(G)=443.17, Params(M)=83.272025.02 | -17.21 | — | — | — | — | — | — | |
| MLIC+2022.11 | -16.38 | -53.54 | — | — | — | — | — | |
| MLIC+2023.07 | -16.38 | -53.54 | — | — | — | — | — | |
| CCAParams (M)=64.9, GFLOPs=615.932026.03 | -15.34 | — | — | — | — | — | — | |
| FTICParams (M)=69.78, GFLOPs=245.462026.03 | -15.24 | — | — | — | — | — | — | |
| LLIC-TCM2023.07 | -14.99 | — | — | — | — | — | — | |
| FTIC2023.07 | -14.88 | — | — | — | — | — | — | |
| FATEnc(s)=0.14, Dec(s)=10, Mem(G)=1.076, FLOPs(G)=245.46, Params(M)=69.782025.02 | -14.4 | — | — | — | — | — | — | |
| Pan'222023.07 | -13.97 | — | — | — | — | — | — | |
| Xie'212023.07 | -13.21 | — | — | — | — | — | — | |
| QARV2023.07 | -13.03 | — | — | — | — | — | — | |
| MLIC2022.11 | -12.73 | -47.26 | — | — | — | — | — | |
| MLIC2023.07 | -12.73 | -47.26 | — | — | — | — | — | |
| TCMParams (M)=75.9, GFLOPs=700.652026.03 | -11.95 | — | — | — | — | — | — | |
| LIC-TCM2023.07 | -11.47 | — | — | — | — | — | — | |
| TCM-largeEnc(s)=0.157, Dec(s)=0.151, Mem(G)=1.698, FLOPs(G)=700.66, Params(M)=75.92025.02 | -10.93 | — | — | — | — | — | — | |
| ELIC2023.07 | -9.14 | — | — | — | — | — | — | |
| Contextformer2022.11 | -9.05 | -42.29 | — | — | — | — | — | |
| Contextformer2023.07 | -9.05 | -42.23 | — | — | — | — | — | |
| ELICEnc(s)=0.237, Dec(s)=0.12, Mem(G)=0.373, FLOPs(G)=332.42, Params(M)=33.292025.02 | -7.64 | — | — | — | — | — | — | |
| Cheng'202022.11 | -7.57 | -39.61 | — | — | — | — | — | |
| Cheng'202023.07 | -7.57 | -39.61 | — | — | — | — | — | |
| WACNN2023.07 | -5.09 | — | — | — | — | — | — | |
| STF2022.11 | -3.75 | — | — | — | — | — | — | |
| DiffEICCodec Category=Diffusion-based Codec, Bitrate Range=< 0.2 bpp2026.05 | -3.69 | — | 286.94 | -0.01 | — | — | 0.04 | |
| Fine-tuned VQGANCodec Category=Perceptual VQ Codec, Bitrate Range=< 0.2 bpp2026.05 | -3.19 | — | 211.9 | -0.04 | — | — | -0.01 | |
| STF2023.07 | -2.75 | — | — | — | — | — | — | |
| Entroformer2023.07 | -2.31 | — | — | — | — | — | — | |
| RDEICCodec Category=Diffusion-based Codec, Bitrate Range=< 0.2 bpp2026.05 | -1.33 | — | 62.67 | -0.02 | — | — | 0 | |
| StableCodecCodec Category=Diffusion-based Codec, Bitrate Range=< 0.2 bpp2026.05 | -0.98 | — | 38.52 | -0.09 | — | — | -0.07 | |
| Minnen'202022.11 | -0.88 | — | — | — | — | — | — | |
| Minnen'202023.07 | -0.88 | — | — | — | — | — | — | |
| MoDE-PCodec Category=Dual-latent MoDE Codec, Bitrate Range=< 0.2 bpp2026.05 | -0.51 | — | 23.03 | -0.02 | — | — | 0.01 | |
| DC-VICCodec Category=Dual-latent Fusion-based Codec, Bitrate Range=< 0.2 bpp2026.05 | -0.08 | — | 3.2 | 0 | — | — | 0 | |
| VTM-17.0Mode=Intra2022.11 | 0 | 0 | — | — | — | — | — | |
| VTM-17.0 Intra2023.07 | 0 | 0 | — | — | — | — | — | |
| VTM-9.1Enc(s)=171.633, Dec(s)=0.1772025.02 | 0 | — | — | — | — | — | — | |
| MS-ILLMCodec Category=Perceptual SQ Codec, Bitrate Range=< 0.2 bpp2026.05 | 0 | — | 0 | 0 | — | — | 0 | |
| MoDE-PCodec Category=Dual-latent MoDE Codec, Bitrate Range=full bitrate range2026.05 | 0 | — | -2.96 | -0.01 | — | — | 0 | |
| MS-ILLM2026.06 | 0 | 0 | — | — | — | — | — | |
| Xie'212022.11 | 0.82 | — | — | — | — | — | — | |
| Entroformer2022.11 | 2.31 | — | — | — | — | — | — | |
| Informer2022.11 | 3.97 | — | — | — | — | — | — | |
| Pan'222022.11 | 4.97 | — | — | — | — | — | — | |
| SwinT-Charm2022.11 | 6.5 | — | — | — | — | — | — | |
| FlowCodec-FLUX2026.06 | 39.3 | 11.1 | — | — | — | — | — | |
| FlowCodec-Qwen2026.06 | 44.23 | 14.46 | — | — | — | — | — | |
| OneDC2026.06 | 50.49 | 0.98 | — | — | — | — | — | |
| RDEIC2026.06 | 82.75 | 35.96 | — | — | — | — | — | |
| ResULIC2026.06 | 108.47 | 43.59 | — | — | — | — | — | |
| StableCodec2026.06 | 117.29 | 9.69 | — | — | — | — | — | |
| DLF2026.06 | 146.69 | 59.63 | — | — | — | — | — | |
| GLC2026.06 | 151.98 | 38.62 | — | — | — | — | — | |
| DiffEIC2026.06 | 299.73 | 117.56 | — | — | — | — | — | |
| Control-GIC2026.06 | 358.11 | 186.61 | — | — | — | — | — | |
| OSCAR2026.06 | 489.42 | 125.04 | — | — | — | — | — | |
| ARCHE2026.03 | — | — | — | — | -44.89 | -10.28 | — | |
| CCALatency (ms) Tot.=223, Latency (ms) Enc.=122, Latency (ms) Dec.=101, GFLOPs Enc.=277, GFLOPs Dec.=394, Params=64.9M2025.04 | — | — | -15.3 | — | — | — | — | |
| CCAParams (M)=64.89, FLOPs (T)=3.28, Enc-Lat. (s)=0.526, Dec-Lat. (s)=0.385, Peak-Mem. (G)=5.04, Resolution=2K2026.03 | — | — | -14.13 | — | — | — | — | |
| CCAParams (M)=64.99, Dec. (s/img)=0.0632025.11 | — | — | 25.99 | — | — | — | — | |
| ChWDTA (4-slice)Enc. Time (ms)=86, Dec. Time (ms)=101, kMACs/pixel=913.65, Params (M)=113.02026.05 | — | — | -21.71 | — | — | — | — | |
| ChWDTA (8-slice, default)Enc. Time (ms)=102, Dec. Time (ms)=123, kMACs/pixel=1204.68, Params (M)=189.12026.05 | — | — | -22.56 | — | — | — | — | |
| Control-GIC2026.03 | — | — | — | 67.12 | — | — | — | |
| DCAELatency (ms) Tot.=193, Latency (ms) Enc.=93, Latency (ms) Dec.=100, GFLOPs Enc.=252, GFLOPs Dec.=305, Params=119.2M2025.04 | — | — | -21.1 | — | — | — | — | |
| DCAEParams (M)=119.22, FLOPs (T)=2.28, Enc-Lat. (s)=0.428, Dec-Lat. (s)=0.449, Peak-Mem. (G)=5.59, Resolution=2K2026.03 | — | — | -20.07 | — | — | — | — | |
| DCAEEnc. Time (ms)=87, Dec. Time (ms)=97, kMACs/pixel=937.09, Params (M)=119.42026.05 | — | — | -20.13 | — | — | — | — | |
| DiffEIC2026.03 | — | — | — | 23.68 | — | — | — | |
| ELICParams (M)=33.29, FLOPs (T)=1.74, Enc-Lat. (s)=0.583, Dec-Lat. (s)=0.335, Peak-Mem. (G)=1.50, Resolution=2K2026.03 | — | — | -7.68 | — | — | — | — | |
| ELICEnc. Time (ms)=97, Dec. Time (ms)=103, kMACs/pixel=573.88, Params (M)=36.932026.05 | — | — | -8.63 | — | — | — | — | |
| FATEnc. Time (ms)=>1000, Dec. Time (ms)=>1000, kMACs/pixel=1096.04, Params (M)=70.962026.05 | — | — | -14.4 | — | — | — | — | |
| FTICGFLOPs Enc.=127, GFLOPs Dec.=355, Params=71.0M2025.04 | — | — | -15.1 | — | — | — | — | |
| FTICParams (M)=69.78, FLOPs (T)=2.38, Enc-Lat. (s)=>10, Dec-Lat. (s)=>10, Peak-Mem. (G)=4.90, Resolution=2K2026.03 | — | — | -14.39 | — | — | — | — | |
| FTICParams (M)=70.96, Dec. (s/img)=0.0522025.11 | — | — | 22.27 | — | — | — | — | |
| GLICParams (M)=67.20, FLOPs (T)=2.48, Enc-Lat. (s)=0.617, Dec-Lat. (s)=0.395, Peak-Mem. (G)=5.46, Resolution=2K2026.03 | — | — | -21.69 | — | — | — | — | |
| HCFSSNetParams (M)=80.97, Dec. (s/img)=0.3262025.11 | — | — | 24.56 | — | — | — | — | |
| HiFiC2026.03 | — | — | — | 99.67 | — | — | — | |
| HPCMParams (M)=68.50, FLOPs (T)=2.00, Enc-Lat. (s)=0.532, Dec-Lat. (s)=0.498, Peak-Mem. (G)=5.89, Resolution=2K2026.03 | — | — | -17.26 | — | — | — | — | |
| Iliopoulou et al.2026.03 | — | — | — | — | -22.71 | 33.59 | — | |
| InvCompressParams (M)=50.03, Dec. (s/img)=1.7582025.11 | — | — | 10.46 | — | — | — | — | |
| LALICParams (M)=63.24, FLOPs (T)=2.53, Enc-Lat. (s)=0.779, Dec-Lat. (s)=0.362, Peak-Mem. (G)=3.89, Resolution=2K2026.03 | — | — | -17.71 | — | — | — | — | |
| LALICEnc. Time (ms)=189.0, Dec. Time (ms)=95.4, kMACs/pixel=667.26, Params (M)=66.132026.05 | — | — | -17.63 | — | — | — | — | |
| MambaICParams (M)=157.09, FLOPs (T)=5.56, Enc-Lat. (s)=1.436, Dec-Lat. (s)=0.669, Peak-Mem. (G)=20.32, Resolution=2K2026.03 | — | — | -15.78 | — | — | — | — | |
| MambaICParams (M)=123.81, Dec. (s/img)=0.1772025.11 | — | — | 26.84 | — | — | — | — | |
| Minnen & Singh2026.03 | — | — | — | — | -13.99 | 50.32 | — | |
| Minnen et al.2026.03 | — | — | — | — | -8.81 | 79.04 | — | |
| MLIC+2025.04 | — | — | -17.3 | — | — | — | — | |
| MLIC++Latency (ms) Tot.=772, Latency (ms) Enc.=362, Latency (ms) Dec.=410, GFLOPs Enc.=222, GFLOPs Dec.=300, Params=116.5M2025.04 | — | — | -18.6 | — | — | — | — | |
| MLIC++Params (M)=116.48, FLOPs (T)=2.64, Enc-Lat. (s)=0.508, Dec-Lat. (s)=0.547, Peak-Mem. (G)=2.08, Resolution=2K2026.03 | — | — | -17.23 | — | — | — | — | |
| MLIC++Params (M)=116.72, Dec. (s/img)=0.0212025.11 | — | — | 26.11 | — | — | — | — | |
| MLIC++Enc. Time (ms)=360, Dec. Time (ms)=408, kMACs/pixel=1282.81, Params (M)=116.722026.05 | — | — | -17.21 | — | — | — | — | |
| MS-ILLM2026.03 | — | — | — | 0 | — | — | — | |
| OSCAR2026.03 | — | — | — | -4.76 | — | — | — |