# Image Compression on Kodak (BD-Rate vs LPIPS/DISTS) Source: [Image Compression on Kodak (BD-Rate vs LPIPS/DISTS)]() Collection index: [llms.txt]() Data updated: 2026-05-25T08:23:07.845Z Evaluation of image compression performance on the Kodak dataset, specifically measuring the Bjontegaard Delta Rate (BD-Rate) using LPIPS and DISTS as the distortion metrics. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Image Compression | | Dataset (including any stated split) | Kodak | | Metric | BD-Rate (DISTS) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 25 of 25 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [BD-Rate (DISTS)](): Lower is better; unit: SCALAR. - [BD-Rate (LPIPS)](): Lower is better; unit: SCALAR. ## Recorded results | Method | BD-Rate (DISTS) | Result date | Report paper | | --- | --- | --- | --- | | DiT-IC (Ours) | -75.95 | Not recorded | 69b78ea90636e5bf4afbdd57 | | EF-LIC | -70.61 | Not recorded | 6a13d75b6f71c5ae7dc9e6ee | | StableCodec | -70.48 | Not recorded | 69b78ea90636e5bf4afbdd57 | | ResULIC | -65.31 | Not recorded | 69b78ea90636e5bf4afbdd57 | | GLC | -63.21 | Not recorded | 69b78ea90636e5bf4afbdd57 | | EF-LIC-s | -58.61 | Not recorded | 6a13d75b6f71c5ae7dc9e6ee | | DiT-IC (baseline) | -54.2 | Not recorded | 69b78ea90636e5bf4afbdd57 | | OSCAR | -50.63 | Not recorded | 6a13d75b6f71c5ae7dc9e6ee | | OSCAR | -46.18 | Not recorded | 69b78ea90636e5bf4afbdd57 | | RDEIC | -39.92 | Not recorded | 6a13d75b6f71c5ae7dc9e6ee | | RDEIC | -39.02 | Not recorded | 69b78ea90636e5bf4afbdd57 | | DiffEIC | -33.79 | Not recorded | 6a13d75b6f71c5ae7dc9e6ee | | DiffEIC | -25.37 | Not recorded | 69b78ea90636e5bf4afbdd57 | | PerCo | 0 | Not recorded | 69b78ea90636e5bf4afbdd57 | | RDVQ | 0 | Not recorded | 69ddca147d0172140ec799e0 | | MS-ILLM | 0 | Not recorded | 6a13d75b6f71c5ae7dc9e6ee | | EGIC | 0.07 | Not recorded | 69b78ea90636e5bf4afbdd57 | | MS-ILLM | 11.54 | Not recorded | 69b78ea90636e5bf4afbdd57 | | CorrDiff | 13.9 | Not recorded | 69b78ea90636e5bf4afbdd57 | | OneDC | 18.81 | Not recorded | 69ddca147d0172140ec799e0 | | Control-GIC | 34.18 | Not recorded | 6a13d75b6f71c5ae7dc9e6ee | | C3-WD | 62.25 | Not recorded | 69b78ea90636e5bf4afbdd57 | | HiFiC | 90.08 | Not recorded | 6a13d75b6f71c5ae7dc9e6ee | | Diffo | 207.11 | Not recorded | 69ddca147d0172140ec799e0 | | CGIC | 5422.8 | Not recorded | 69ddca147d0172140ec799e0 | ### DiT-IC (Ours) BD-Rate (DISTS): -75.95. Result ID: 69b7e07047f34ce924a05aad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Diff. Reso.":"f32d32","Code Reso.":"f64d320","Diff. Steps":"1","Params":"1.0B","Latency":"(0.15s)","Precision":"FP16"}. This record does not assert independent reproduction. ### EF-LIC BD-Rate (DISTS): -70.61. Result ID: 6a1406d4fbc373592c0b2421. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### StableCodec BD-Rate (DISTS): -70.48. Result ID: 69b7e07047f34ce924a05aa9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Diff. Reso.":"f8d4","Code Reso.":"f64d320","Diff. Steps":"1","Params":"1.5B","Latency":"0.34s"}. This record does not assert independent reproduction. ### ResULIC BD-Rate (DISTS): -65.31. Result ID: 69b7e07047f34ce924a05aa8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Diff. Reso.":"f8d4","Code Reso.":"f32d192","Diff. Steps":"4","Params":"12.3B","Latency":"0.83s"}. This record does not assert independent reproduction. ### GLC BD-Rate (DISTS): -63.21. Result ID: 69b7e07047f34ce924a05aa4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Diff. Reso.":"-","Code Reso.":"f16d256","Diff. Steps":"-","Params":"105M","Latency":"0.18s"}. This record does not assert independent reproduction. ### EF-LIC-s BD-Rate (DISTS): -58.61. Result ID: 6a1406d4fbc373592c0b2420. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DiT-IC (baseline) BD-Rate (DISTS): -54.2. Result ID: 69b7e07047f34ce924a05aac. [Reporting paper]() Recorded evaluation configuration: {"Diff. Reso.":"f32d32","Code Reso.":"f64d320","Diff. Steps":"1","Params":"990M","Latency":"0.27s","Precision":"FP32"}. This record does not assert independent reproduction. ### OSCAR BD-Rate (DISTS): -50.63. Result ID: 6a1406d4fbc373592c0b241e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OSCAR BD-Rate (DISTS): -46.18. Result ID: 69b7e07047f34ce924a05aab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Diff. Reso.":"f8d4","Code Reso.":"f8-64d320","Diff. Steps":"1","Params":"987M","Latency":"0.32s"}. This record does not assert independent reproduction. ### RDEIC BD-Rate (DISTS): -39.92. Result ID: 6a1406d4fbc373592c0b241f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RDEIC BD-Rate (DISTS): -39.02. Result ID: 69b7e07047f34ce924a05aaa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Diff. Reso.":"f8d4","Code Reso.":"f16d256","Diff. Steps":"5","Params":"1.0B","Latency":"1.5s"}. This record does not assert independent reproduction. ### DiffEIC BD-Rate (DISTS): -33.79. Result ID: 6a1406d4fbc373592c0b241d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DiffEIC BD-Rate (DISTS): -25.37. Result ID: 69b7e07047f34ce924a05aa7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Diff. Reso.":"f8d4","Code Reso.":"f16d320","Diff. Steps":"50","Params":"1.0B","Latency":"12.4s"}. This record does not assert independent reproduction. ### PerCo BD-Rate (DISTS): 0. Result ID: 69b7e07047f34ce924a05aa5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Diff. Reso.":"f8d4","Code Reso.":"f8-64d320","Diff. Steps":"20","Params":"4.3B","Latency":"8.8s"}. This record does not assert independent reproduction. ### RDVQ BD-Rate (DISTS): 0. Result ID: 69de098d47f34ce924c5cdc1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MS-ILLM BD-Rate (DISTS): 0. Result ID: 6a1406d4fbc373592c0b241c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EGIC BD-Rate (DISTS): 0.07. Result ID: 69b7e07047f34ce924a05aa3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Diff. Reso.":"-","Code Reso.":"f16d320","Diff. Steps":"-","Params":"37M"}. This record does not assert independent reproduction. ### MS-ILLM BD-Rate (DISTS): 11.54. Result ID: 69b7e07047f34ce924a05aa2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Diff. Reso.":"-","Code Reso.":"f16d256","Diff. Steps":"-","Params":"181M","Latency":"0.17s"}. This record does not assert independent reproduction. ### CorrDiff BD-Rate (DISTS): 13.9. Result ID: 69b7e07047f34ce924a05aa6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Diff. Reso.":"f0d3","Code Reso.":"f16d320","Diff. Steps":"8","Params":"73M"}. This record does not assert independent reproduction. ### OneDC BD-Rate (DISTS): 18.81. Result ID: 69de098d47f34ce924c5cdc4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Control-GIC BD-Rate (DISTS): 34.18. Result ID: 6a1406d4fbc373592c0b241b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### C3-WD BD-Rate (DISTS): 62.25. Result ID: 69b7e07047f34ce924a05aa1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Diff. Reso.":"-","Code Reso.":"-","Diff. Steps":"-","Params":"-","Latency":"-"}. This record does not assert independent reproduction. ### HiFiC BD-Rate (DISTS): 90.08. Result ID: 6a1406d4fbc373592c0b241a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Diffo BD-Rate (DISTS): 207.11. Result ID: 69de098d47f34ce924c5cdc3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CGIC BD-Rate (DISTS): 5422.8. Result ID: 69de098d47f34ce924c5cdc2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.